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pythondev
help
hello, I have this yearly aggregation function but wondering if there's a faster method, potentially using generator functions: ``` def aggregate_to_yearly(monthly: Sequence[float]) -> List[float]: yearly = [] while len(monthly) > 0: year, monthly = sum(monthly[:12]), monthly[12:] yearly.append(year) return yearly ```
2019-05-22T01:16:24.396800
Deangelo
pythondev_help_Deangelo_2019-05-22T01:16:24.396800
1,558,487,784.3968
24,621
pythondev
help
`yearly = [sum(monthly[i:i+12]) for i in range(0, len(monthly), 12)]` if you want a one-liner, perhaps.
2019-05-22T01:23:19.398100
Sasha
pythondev_help_Sasha_2019-05-22T01:23:19.398100
1,558,488,199.3981
24,622
pythondev
help
oh that's awesome.
2019-05-22T01:24:06.398500
Deangelo
pythondev_help_Deangelo_2019-05-22T01:24:06.398500
1,558,488,246.3985
24,623
pythondev
help
didn't know range has a third argument
2019-05-22T01:24:42.399100
Deangelo
pythondev_help_Deangelo_2019-05-22T01:24:42.399100
1,558,488,282.3991
24,624
pythondev
help
Yeah, very handy. You can set the step negative to count downwards, too.
2019-05-22T01:25:53.399500
Sasha
pythondev_help_Sasha_2019-05-22T01:25:53.399500
1,558,488,353.3995
24,625
pythondev
help
that's cool! one more challenge, let's say my monthly data starts in nov 2019, so the first 2 values nov and dec are aggregated for 2019, then the next 12 months are for 2020, etc. So the resulting yearly aggregate would look like [sum(m1,m2), sum(m3,m14), sum(m15,m27)...] Any tips? I was thinking one approach is to remove m1 and m2 from the monthly list to sum separately before running the rest through the regular aggregator
2019-05-22T01:30:46.404000
Deangelo
pythondev_help_Deangelo_2019-05-22T01:30:46.404000
1,558,488,646.404
24,626
pythondev
help
You could set `offset = -10`, and then do `[sum(monthly[max(i, 0):i+12]) for i in range(offset, len(monthly), 12)]`.
2019-05-22T01:35:10.405500
Sasha
pythondev_help_Sasha_2019-05-22T01:35:10.405500
1,558,488,910.4055
24,627
pythondev
help
oh wow
2019-05-22T01:35:34.405800
Deangelo
pythondev_help_Deangelo_2019-05-22T01:35:34.405800
1,558,488,934.4058
24,628
pythondev
help
very smart
2019-05-22T01:35:43.406000
Deangelo
pythondev_help_Deangelo_2019-05-22T01:35:43.406000
1,558,488,943.406
24,629
pythondev
help
I'd still accept some help :disappointed:
2019-05-22T01:36:39.406500
Nanci
pythondev_help_Nanci_2019-05-22T01:36:39.406500
1,558,488,999.4065
24,630
pythondev
help
I'll experiment with this. Thanks <@Sasha>
2019-05-22T01:37:08.407300
Deangelo
pythondev_help_Deangelo_2019-05-22T01:37:08.407300
1,558,489,028.4073
24,631
pythondev
help
And don't feel the need to do it as a one-liner. A regular loop with `append()`, etc. is perfectly fine.
2019-05-22T01:38:02.408300
Sasha
pythondev_help_Sasha_2019-05-22T01:38:02.408300
1,558,489,082.4083
24,632
pythondev
help
list comprehension is typically faster no?
2019-05-22T01:38:35.408800
Deangelo
pythondev_help_Deangelo_2019-05-22T01:38:35.408800
1,558,489,115.4088
24,633
pythondev
help
Where is the question?
2019-05-22T01:38:51.408900
Conchita
pythondev_help_Conchita_2019-05-22T01:38:51.408900
1,558,489,131.4089
24,634
pythondev
help
Yes, but if you care about speed, work in C++. :wink: Making the code friendly to its maintainers counts for a lot.
2019-05-22T01:40:03.409800
Sasha
pythondev_help_Sasha_2019-05-22T01:40:03.409800
1,558,489,203.4098
24,635
pythondev
help
I sent it on the messages before that
2019-05-22T01:40:11.409900
Nanci
pythondev_help_Nanci_2019-05-22T01:40:11.409900
1,558,489,211.4099
24,636
pythondev
help
strong point, but we do need speed. Hundreds of this aggregate function will run to render a single report, and we found these list comprehension to bring down processing time from 18s to 3s. specifically when they are nested in other loops
2019-05-22T01:42:38.412400
Deangelo
pythondev_help_Deangelo_2019-05-22T01:42:38.412400
1,558,489,358.4124
24,637
pythondev
help
otherwise readability is very important
2019-05-22T01:44:04.413200
Deangelo
pythondev_help_Deangelo_2019-05-22T01:44:04.413200
1,558,489,444.4132
24,638
pythondev
help
Fair enough. I don't see any obvious speed optimization beyond what's given above, though you might also consider `numpy` if you need to churn through a lot of calculations fast.
2019-05-22T01:46:42.414900
Sasha
pythondev_help_Sasha_2019-05-22T01:46:42.414900
1,558,489,602.4149
24,639
pythondev
help
I considered numpy but it's a heavy dependency. so far I'm enjoying the fast deployment ci builds. numpy also works for many things but you may or may not find what you need, like this special aggregation, not sure you get similar functionality there. I know Pandas has Grouper which does something similar
2019-05-22T01:49:18.419000
Deangelo
pythondev_help_Deangelo_2019-05-22T01:49:18.419000
1,558,489,758.419
24,640
pythondev
help
i dont understand the square brackets here ```def create_multipliers(): return [lambda x : i * x for i in range(5)]```
2019-05-22T02:06:21.420400
Leida
pythondev_help_Leida_2019-05-22T02:06:21.420400
1,558,490,781.4204
24,641
pythondev
help
List?
2019-05-22T02:06:44.420900
Nanci
pythondev_help_Nanci_2019-05-22T02:06:44.420900
1,558,490,804.4209
24,642
pythondev
help
its an example of latebinding closures gone wrong but i cant wrap my brain around it
2019-05-22T02:07:15.421800
Leida
pythondev_help_Leida_2019-05-22T02:07:15.421800
1,558,490,835.4218
24,643
pythondev
help
```for multiplier in create_multipliers(): print(multiplier(2))```
2019-05-22T02:07:26.422200
Leida
pythondev_help_Leida_2019-05-22T02:07:26.422200
1,558,490,846.4222
24,644
pythondev
help
It's returning a list of lambda functions.
2019-05-22T02:07:53.422800
Sasha
pythondev_help_Sasha_2019-05-22T02:07:53.422800
1,558,490,873.4228
24,645
pythondev
help
so what happens when `multiplier(2)` gets called?
2019-05-22T02:08:15.423300
Leida
pythondev_help_Leida_2019-05-22T02:08:15.423300
1,558,490,895.4233
24,646
pythondev
help
also wouldnt the list be single element?
2019-05-22T02:08:39.424000
Leida
pythondev_help_Leida_2019-05-22T02:08:39.424000
1,558,490,919.424
24,647
pythondev
help
It executes the lambda, returning a multiple of `2`.
2019-05-22T02:08:39.424100
Sasha
pythondev_help_Sasha_2019-05-22T02:08:39.424100
1,558,490,919.4241
24,648
pythondev
help
The list should be 5 elements, from `range(5)`.
2019-05-22T02:09:12.424400
Sasha
pythondev_help_Sasha_2019-05-22T02:09:12.424400
1,558,490,952.4244
24,649
pythondev
help
but multiplier would be a list of lambdas so how would a lambda get called there?
2019-05-22T02:10:17.425600
Leida
pythondev_help_Leida_2019-05-22T02:10:17.425600
1,558,491,017.4256
24,650
pythondev
help
isnt the array single element with lambda in side where the range is inside the lamda?
2019-05-22T02:10:46.426500
Leida
pythondev_help_Leida_2019-05-22T02:10:46.426500
1,558,491,046.4265
24,651
pythondev
help
`create_multipliers()` returns a list, and `for multiplier` iterates over each element.
2019-05-22T02:10:50.426600
Sasha
pythondev_help_Sasha_2019-05-22T02:10:50.426600
1,558,491,050.4266
24,652
pythondev
help
ah right my bad
2019-05-22T02:11:00.426800
Leida
pythondev_help_Leida_2019-05-22T02:11:00.426800
1,558,491,060.4268
24,653
pythondev
help
and the output is ```8 8 8 8 8```
2019-05-22T02:11:24.427400
Leida
pythondev_help_Leida_2019-05-22T02:11:24.427400
1,558,491,084.4274
24,654
pythondev
help
That seems wrong. Hang on.
2019-05-22T02:11:54.427800
Sasha
pythondev_help_Sasha_2019-05-22T02:11:54.427800
1,558,491,114.4278
24,655
pythondev
help
:smile: im reading about python cotchas - this result is an example of latebinding closures
2019-05-22T02:14:28.428700
Leida
pythondev_help_Leida_2019-05-22T02:14:28.428700
1,558,491,268.4287
24,656
pythondev
help
i made an error in reading it so it i couldnt figure out how this gotcha works
2019-05-22T02:14:53.429200
Leida
pythondev_help_Leida_2019-05-22T02:14:53.429200
1,558,491,293.4292
24,657
pythondev
help
```Five functions are created; instead all of them just multiply x by 4. Python’s closures are late binding. This means that the values of variables used in closures are looked up at the time the inner function is called. Here, whenever any of the returned functions are called, the value of i is looked up in the surrounding scope at call time. By then, the loop has completed and i is left with its final value of 4.```
2019-05-22T02:15:38.429400
Leida
pythondev_help_Leida_2019-05-22T02:15:38.429400
1,558,491,338.4294
24,658
pythondev
help
Yikes. I would have failed that interview question. I'm still not sure what scope `i` still exists in at call time.
2019-05-22T02:18:03.430400
Sasha
pythondev_help_Sasha_2019-05-22T02:18:03.430400
1,558,491,483.4304
24,659
pythondev
help
if you replace the list with a generator it works tho
2019-05-22T02:18:29.430900
Leida
pythondev_help_Leida_2019-05-22T02:18:29.430900
1,558,491,509.4309
24,660
pythondev
help
ok i think i got it now
2019-05-22T02:20:03.431500
Leida
pythondev_help_Leida_2019-05-22T02:20:03.431500
1,558,491,603.4315
24,661
pythondev
help
python has some cotchas but seems to have alot less of em than say javascript
2019-05-22T02:20:24.432000
Leida
pythondev_help_Leida_2019-05-22T02:20:24.432000
1,558,491,624.432
24,662
pythondev
help
the article im reading gives some workarounds but it it fails to use generators which makes it so that the range isnt iterated over before the for loop and everything is fine
2019-05-22T02:22:22.433000
Leida
pythondev_help_Leida_2019-05-22T02:22:22.433000
1,558,491,742.433
24,663
pythondev
help
```using a default arg like so: def create_multipliers(): return [lambda x, i=i : i * x for i in range(5)] Alternatively, you can use the functools.partial function: from functools import partial from operator import mul def create_multipliers(): return [partial(mul, i) for i in range(5)]```
2019-05-22T02:22:42.433400
Leida
pythondev_help_Leida_2019-05-22T02:22:42.433400
1,558,491,762.4334
24,664
pythondev
help
the default arg route makes the whole thing even messier xD
2019-05-22T02:23:16.433800
Leida
pythondev_help_Leida_2019-05-22T02:23:16.433800
1,558,491,796.4338
24,665
pythondev
help
give that line as an interview question :smiling_imp:
2019-05-22T02:23:25.434200
Leida
pythondev_help_Leida_2019-05-22T02:23:25.434200
1,558,491,805.4342
24,666
pythondev
help
I think python gotchas can be counted on the fingers of one hand
2019-05-22T02:23:27.434300
Chester
pythondev_help_Chester_2019-05-22T02:23:27.434300
1,558,491,807.4343
24,667
pythondev
help
often things arent even gotchas and are so by design
2019-05-22T02:27:21.434900
Leida
pythondev_help_Leida_2019-05-22T02:27:21.434900
1,558,492,041.4349
24,668
pythondev
help
you can do clever stuff with advanced features
2019-05-22T02:27:36.435300
Leida
pythondev_help_Leida_2019-05-22T02:27:36.435300
1,558,492,056.4353
24,669
pythondev
help
js seems to have gotchas as a result of naive design
2019-05-22T02:27:50.435700
Leida
pythondev_help_Leida_2019-05-22T02:27:50.435700
1,558,492,070.4357
24,670
pythondev
help
I'd say the absence of design, yeah.
2019-05-22T02:28:10.436100
Chester
pythondev_help_Chester_2019-05-22T02:28:10.436100
1,558,492,090.4361
24,671
pythondev
help
Same with php
2019-05-22T02:28:12.436300
Chester
pythondev_help_Chester_2019-05-22T02:28:12.436300
1,558,492,092.4363
24,672
pythondev
help
wtfpyhton: <https://github.com/satwikkansal/wtfpython>
2019-05-22T02:30:47.436500
Guillermina
pythondev_help_Guillermina_2019-05-22T02:30:47.436500
1,558,492,247.4365
24,673
pythondev
help
Does there exist anything similar to this great Slack channel for nodejs / javascript?
2019-05-22T03:29:09.438800
Conchita
pythondev_help_Conchita_2019-05-22T03:29:09.438800
1,558,495,749.4388
24,674
pythondev
help
<#C45V5EJ15|lang_javascript> :smile:
2019-05-22T03:30:34.439000
Jimmy
pythondev_help_Jimmy_2019-05-22T03:30:34.439000
1,558,495,834.439
24,675
pythondev
help
<@Conchita> curious what you need help with. is python not good enough? :slightly_smiling_face:
2019-05-22T03:35:21.440500
Deangelo
pythondev_help_Deangelo_2019-05-22T03:35:21.440500
1,558,496,121.4405
24,676
pythondev
help
Oh no I loooooove Python
2019-05-22T03:35:48.440900
Conchita
pythondev_help_Conchita_2019-05-22T03:35:48.440900
1,558,496,148.4409
24,677
pythondev
help
Even more so after starting to play with nodejs
2019-05-22T03:36:04.441300
Conchita
pythondev_help_Conchita_2019-05-22T03:36:04.441300
1,558,496,164.4413
24,678
pythondev
help
One of the guys in our team fell ill, so they wanted me to have a look at one of the less critical issues
2019-05-22T03:36:58.442500
Conchita
pythondev_help_Conchita_2019-05-22T03:36:58.442500
1,558,496,218.4425
24,679
pythondev
help
ah ok, what's your question?
2019-05-22T03:37:36.442800
Deangelo
pythondev_help_Deangelo_2019-05-22T03:37:36.442800
1,558,496,256.4428
24,680
pythondev
help
Thanks. How do I pass the `message` property as an argument into `myFunction`? ``` .catch(err =&gt; { logger.error({ loanId: id, message: `Error encountered when syncing with status: ${err.status}`, payload: err.statusMessage, body: err.body }) myFunction(message, callback, destination)```
2019-05-22T03:38:51.443000
Conchita
pythondev_help_Conchita_2019-05-22T03:38:51.443000
1,558,496,331.443
24,681
pythondev
help
FYI to test the code I'm working on, it needs to pass two people and often takes up to 3 days. I'm to fresh into JS to be able to write a similar function to test this
2019-05-22T03:40:17.443200
Conchita
pythondev_help_Conchita_2019-05-22T03:40:17.443200
1,558,496,417.4432
24,682
pythondev
help
So maybe I already got it or I'm missing something trivial. Great if you have some input
2019-05-22T03:40:41.443400
Conchita
pythondev_help_Conchita_2019-05-22T03:40:41.443400
1,558,496,441.4434
24,683
pythondev
help
no worries, this is easy, one sec
2019-05-22T03:40:48.443600
Deangelo
pythondev_help_Deangelo_2019-05-22T03:40:48.443600
1,558,496,448.4436
24,684
pythondev
help
:pray:
2019-05-22T03:41:04.443800
Conchita
pythondev_help_Conchita_2019-05-22T03:41:04.443800
1,558,496,464.4438
24,685
pythondev
help
``` somePromise .catch(err =&gt; { const message = `Error encountered when syncing with status: ${err.status}` logger.error({ loanId: id, message, payload: err.statusMessage, body: err.body }) myFunction(message, callback, destination) }) ```
2019-05-22T03:42:08.444100
Deangelo
pythondev_help_Deangelo_2019-05-22T03:42:08.444100
1,558,496,528.4441
24,686
pythondev
help
so you extract the message into its own constant so you can use it in 2 different places. the logger and the custom function
2019-05-22T03:43:28.444400
Deangelo
pythondev_help_Deangelo_2019-05-22T03:43:28.444400
1,558,496,608.4444
24,687
pythondev
help
Awesome - can you please explain `message,`? What happens on that line?
2019-05-22T03:43:51.444600
Conchita
pythondev_help_Conchita_2019-05-22T03:43:51.444600
1,558,496,631.4446
24,688
pythondev
help
sure, it's declaring a constant variable named `message`. its value is a string literal. string literals allow you to inject dynamic values in them.
2019-05-22T03:45:20.444800
Deangelo
pythondev_help_Deangelo_2019-05-22T03:45:20.444800
1,558,496,720.4448
24,689
pythondev
help
as a result, the string literal ``` Error encountered when syncing with status: ${err.status}```
2019-05-22T03:45:55.445000
Deangelo
pythondev_help_Deangelo_2019-05-22T03:45:55.445000
1,558,496,755.445
24,690
pythondev
help
Ok great, was just about to ask if the constant could still access the variable "err.status", but you just answered it too
2019-05-22T03:46:04.445300
Conchita
pythondev_help_Conchita_2019-05-22T03:46:04.445300
1,558,496,764.4453
24,691
pythondev
help
Thank you so much!
2019-05-22T03:46:32.445600
Conchita
pythondev_help_Conchita_2019-05-22T03:46:32.445600
1,558,496,792.4456
24,692
pythondev
help
becomes: ``` Error encountered when syncing with status: 500 ``` when err.status has the value 500 for example
2019-05-22T03:46:48.445800
Deangelo
pythondev_help_Deangelo_2019-05-22T03:46:48.445800
1,558,496,808.4458
24,693
pythondev
help
yep
2019-05-22T03:47:03.446000
Deangelo
pythondev_help_Deangelo_2019-05-22T03:47:03.446000
1,558,496,823.446
24,694
pythondev
help
One bonus question - for this function. My function takes in a callback as an argument. The issue is that, not all blocks of code where I need to call this function ahve a callback defined.
2019-05-22T03:47:53.446300
Conchita
pythondev_help_Conchita_2019-05-22T03:47:53.446300
1,558,496,873.4463
24,695
pythondev
help
Should I then modify my code to hav ethe callback as an optional argument or is there better solution for this?
2019-05-22T03:48:25.446500
Conchita
pythondev_help_Conchita_2019-05-22T03:48:25.446500
1,558,496,905.4465
24,696
pythondev
help
An example is the snippet you just helped me with
2019-05-22T03:48:33.446700
Conchita
pythondev_help_Conchita_2019-05-22T03:48:33.446700
1,558,496,913.4467
24,697
pythondev
help
It has no defined callback, but other code blocks do where it is required
2019-05-22T03:48:50.446900
Conchita
pythondev_help_Conchita_2019-05-22T03:48:50.446900
1,558,496,930.4469
24,698
pythondev
help
ok, you can definitely make the callback optional
2019-05-22T03:50:00.447100
Deangelo
pythondev_help_Deangelo_2019-05-22T03:50:00.447100
1,558,497,000.4471
24,699
pythondev
help
by checking if it's passed of not
2019-05-22T03:50:19.447600
Deangelo
pythondev_help_Deangelo_2019-05-22T03:50:19.447600
1,558,497,019.4476
24,700
pythondev
help
``` function myFunction(message, cb) { ... do stuff if (cb) { cb(someValue) } } ```
2019-05-22T03:51:23.449000
Deangelo
pythondev_help_Deangelo_2019-05-22T03:51:23.449000
1,558,497,083.449
24,701
pythondev
help
Hey, we are bringing a Junior Developer onboard from bootcamp background and I'm looking for any online platforms that we can use to help them build up their Python knowledge. Any suggestions? TIA
2019-05-22T03:51:37.449500
Carlena
pythondev_help_Carlena_2019-05-22T03:51:37.449500
1,558,497,097.4495
24,702
pythondev
help
it's also a common pattern to have a method that returns both a promise and supports callbacks so you can use it both ways.
2019-05-22T03:52:43.450000
Deangelo
pythondev_help_Deangelo_2019-05-22T03:52:43.450000
1,558,497,163.45
24,703
pythondev
help
How about giving them a book?
2019-05-22T03:53:07.450900
Chester
pythondev_help_Chester_2019-05-22T03:53:07.450900
1,558,497,187.4509
24,704
pythondev
help
Mark Lutz is nice for a total beginner.
2019-05-22T03:53:48.451600
Chester
pythondev_help_Chester_2019-05-22T03:53:48.451600
1,558,497,228.4516
24,705
pythondev
help
you might like this article about the same: <https://medium.freecodecamp.org/callbacks-and-promises-living-together-in-api-harmony-7ed26204538b>
2019-05-22T03:54:10.451900
Deangelo
pythondev_help_Deangelo_2019-05-22T03:54:10.451900
1,558,497,250.4519
24,706
pythondev
help
<@Carlena> I am a self-taught Python dev who work remotely for a team with no python devs. They got company accounts at coursera and a couple of other sites and for paid courses, I just make my case for why I should get that course to my manager and its usually approved. That helps a lot
2019-05-22T03:54:54.452900
Conchita
pythondev_help_Conchita_2019-05-22T03:54:54.452900
1,558,497,294.4529
24,707
pythondev
help
This is really great. Thank you Simo!
2019-05-22T03:56:15.453000
Conchita
pythondev_help_Conchita_2019-05-22T03:56:15.453000
1,558,497,375.453
24,708
pythondev
help
you helped me fix a lot of frustration here
2019-05-22T03:56:23.453200
Conchita
pythondev_help_Conchita_2019-05-22T03:56:23.453200
1,558,497,383.4532
24,709
pythondev
help
:smile:
2019-05-22T03:56:29.453400
Conchita
pythondev_help_Conchita_2019-05-22T03:56:29.453400
1,558,497,389.4534
24,710
pythondev
help
<@Chester> We like books &amp; have a mini tech library, any suggestions?
2019-05-22T03:57:23.453600
Carlena
pythondev_help_Carlena_2019-05-22T03:57:23.453600
1,558,497,443.4536
24,711
pythondev
help
lol, np. it's late here in NY but I was up for some late Python work and came here for help myself
2019-05-22T03:57:26.453800
Deangelo
pythondev_help_Deangelo_2019-05-22T03:57:26.453800
1,558,497,446.4538
24,712
pythondev
help
glad to help
2019-05-22T03:57:50.454000
Deangelo
pythondev_help_Deangelo_2019-05-22T03:57:50.454000
1,558,497,470.454
24,713
pythondev
help
thanks <@Chester> will look into it - thanks for heads up :slightly_smiling_face:
2019-05-22T04:28:32.454300
Carlena
pythondev_help_Carlena_2019-05-22T04:28:32.454300
1,558,499,312.4543
24,714
pythondev
help
<@Jenifer> <@Conchita> Sounds like you have a great set up, but as we have Pythons Devs in house, I just want to research few options and get them. Coursera is on the list - if you can DM me any other sites you have found useful that would be great :pray::skin-tone-2:
2019-05-22T04:30:00.454500
Carlena
pythondev_help_Carlena_2019-05-22T04:30:00.454500
1,558,499,400.4545
24,715
pythondev
help
<https://alternative.me/udacity>
2019-05-22T04:32:35.454700
Conchita
pythondev_help_Conchita_2019-05-22T04:32:35.454700
1,558,499,555.4547
24,716
pythondev
help
Most of these are good! Except Linkedin's Lynda - didn't like it at all, but could have been bad luck with the two courses I did
2019-05-22T04:33:13.455000
Conchita
pythondev_help_Conchita_2019-05-22T04:33:13.455000
1,558,499,593.455
24,717
pythondev
help
None I would recommend above the others, depends on which areas your juniors need help with :slightly_smiling_face:
2019-05-22T04:34:14.455200
Conchita
pythondev_help_Conchita_2019-05-22T04:34:14.455200
1,558,499,654.4552
24,718
pythondev
help
<@Carlena> I can recommend <https://learning.oreilly.com> for Python. It has books as well as video courses. Pluralsight is another great option. I would recommend staying away from Udemy, Lynda/LinkedIn Learning.
2019-05-22T04:59:56.458600
Carlee
pythondev_help_Carlee_2019-05-22T04:59:56.458600
1,558,501,196.4586
24,719
pythondev
help
<@Conchita> I will beback in touch to pick your brains on specific topics, even better will get them to sign up to this slack group :slightly_smiling_face:
2019-05-22T05:01:14.458900
Carlena
pythondev_help_Carlena_2019-05-22T05:01:14.458900
1,558,501,274.4589
24,720