Always Check for the Hidden API when Web Scraping

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John Watson Rooney

John Watson Rooney

Күн бұрын

DISCORD (NEW): / discord
If this method if available, its the best way to scrape data from site. I will show you how to find the API endpoint that we can use to directly get the JSON data that is being sent from the server, before JavaScript gets its mucky paws on it and makes it look like what we see in our browser. Its quick and simple, and with just a few extra tips and techniques it can transform your web scraping.
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Пікірлер: 545
@hectord.7107
@hectord.7107 2 жыл бұрын
I've doing this for years as a self taught programmer, there are some little tricks you did here that i didn't know, thank you for the video.
@JohnWatsonRooney
@JohnWatsonRooney 2 жыл бұрын
Glad it was helpful!
@sworatex1683
@sworatex1683 2 жыл бұрын
It's my first year in programming and there was nothing new actually. I don't even think that pain was worth it I'd just make the scraper in js and make it return a json string.
@sworatex1683
@sworatex1683 2 жыл бұрын
But I guess that would be useless for bigger projects. I'd just do it in js if I want like an actual product list like this.
@gesuchter
@gesuchter 2 жыл бұрын
@D R lol
@mattshu
@mattshu 2 жыл бұрын
@D R how do you “block” scraping??
@freekdl6648
@freekdl6648 2 жыл бұрын
I rarely praise anything, but this tutorial was SO good! Well explained, no filler. In 7 or 8 minutes you guided me through finding the hidden information I needed, which tools I need to use and how to automate it. This tutorial gave me enough confidence to try to write my first Python script! Within hours I built a scraper that can pull all metadata for a full NFT collection from a marketplace. Without this video it would have taken days/weeks to discover all of this
@JohnWatsonRooney
@JohnWatsonRooney 2 жыл бұрын
That awesome! thank you very kind!
@channul4887
@channul4887 2 жыл бұрын
"In 7 or 8 minutes" More like 11
@freekdl6648
@freekdl6648 2 жыл бұрын
@@channul4887 Nope! I had different goals so no need to follow the full tutorial
@MelonPython
@MelonPython 2 жыл бұрын
I even added it in my playlist. Great video. Definetely starting to love API's more and more.
@danielcardin9241
@danielcardin9241 Жыл бұрын
Because of this video, I was able to start my own rockets and satellites company. In only four hours, I started the company, launched thousands of rockets, and now I have my own interplanetary wireless intranet from which I can control the entire galaxy! Thanks again!
@abc.2924
@abc.2924 3 жыл бұрын
I've been using this trick for a while now, and I've learned it from you, so thanks. Amazing work man
@JohnWatsonRooney
@JohnWatsonRooney 3 жыл бұрын
That’s great 👍
@transatlant1c
@transatlant1c 2 жыл бұрын
Nice video. It’s worth noting as well that many APIs will pageinate, so rather than checking how many total results exist and manually iterating over them - you just check to see if the ‘next page url’ or equivalent key exists in the results and if so, get that too until it doesn’t exist anymore, merging/appending each time until the dataset is complete 👍
@JohnWatsonRooney
@JohnWatsonRooney 2 жыл бұрын
Yes you’re right thank you!
@ianroberts6531
@ianroberts6531 2 жыл бұрын
In fact you can see at 05:33 that this particular API does just that - there's "nextPageURL" and "totalPages" at the end of the response JSON.
@zenon1903
@zenon1903 2 жыл бұрын
Please ignore my first comment. I checked out your first video in this series and learned about using scrapy shell to test each line of code. With that I found the bug in my code. The code worked PERFECTLY as advertised. Your the man! Much thanks!
@brockobama257
@brockobama257 Жыл бұрын
bro, you're a game changer and i love you. if i ever see you in person ill offer to buy you a beer, or lunch, coffee whatever
@gleysonoliveira802
@gleysonoliveira802 3 жыл бұрын
This video was the answer to my prayers! The next best option was to watch an one hour video and hope they would teach what you taught... In 10 minutes!!! 👏👏👏
@JohnWatsonRooney
@JohnWatsonRooney 3 жыл бұрын
Thank you glad it helped!!
@tikendraw
@tikendraw 3 жыл бұрын
I just want you to never stop creating such informative video. For god sake.
@judgewooden
@judgewooden Жыл бұрын
I like how you regularly start sentences with 'you might think' assuming we are all idiots. I approve, glad smart people, like you, make time to explain to us plebs how the world works. Apprecated.
@JohnWatsonRooney
@JohnWatsonRooney Жыл бұрын
Hey, thanks. I do my best to explain things how I would have wanted to be taught
@Jacob-gy9bg
@Jacob-gy9bg 2 жыл бұрын
Wow, thanks for this excellent tutorial! I just spent all this time writing cumbersome Selenium code, when it turns out all the data I was looking for was already right there!
@JohnWatsonRooney
@JohnWatsonRooney 2 жыл бұрын
Great! That’s exactly what I was hoping to achieve with this video
@shivan2418
@shivan2418 2 жыл бұрын
This is, no joke, the most useful video I ever saw on KZbin!
@Kralnor
@Kralnor 2 жыл бұрын
This is a true gold nugget. Thanks for demonstrating how to easily view the request in Insomnia and auto-generate code!
@marlinhicks
@marlinhicks 3 ай бұрын
Been using python for a couple years now as a picked up language and I really appreciate getting to see how someone experienced approaches these problems
@JeanOfmArc
@JeanOfmArc 2 жыл бұрын
You have shown me the light. Thank you for stopping me from making more web scripts that load up web pages in browsers to click buttons.
@JeanOfmArc
@JeanOfmArc 2 жыл бұрын
I have tried this method, but sadly the site I am trying to scrape from returns "error": "invalid_client", "error_description": "The client credentials provided were invalid, the request is unauthorized." Am I out of luck?
@drkskwlkr
@drkskwlkr 2 жыл бұрын
Loved everything about this video! Great delivery style, production quality and interesting topic for me. First time visitor to this channel and not a Python user (thanks, KZbin, for your weird but helpful predictive algorithms).
@JohnWatsonRooney
@JohnWatsonRooney 2 жыл бұрын
Thank you! I’m glad you enjoyed it
@joshuakb2
@joshuakb2 2 жыл бұрын
This video came into my feed just a couple days after I used exactly this method to collect some data from a website. Very good info! This is much easier than web scraping. Unfortunately, in my case, the data I could get out of the API was incomplete, and each item in the response contained a URL to a page with the rest of the info I needed, so I had to write some code to fetch each of those pages and scrape the info I needed. But much easier than having to scrape the initial list, as well.
@JohnWatsonRooney
@JohnWatsonRooney 2 жыл бұрын
Thanks! I’m glad it helped in some way. I often find that a combination of many different methods is needed to get the end result
@ERol-du3rd
@ERol-du3rd 2 жыл бұрын
Awesome advice, a lot of people skip checking the requests when building scrapers but it can save a lot of time when it works
@michelramon5786
@michelramon5786 8 ай бұрын
I was like "hm, okay, yeah" to "HOLY SHIT, THATS THE DOPEST SHIT I'VE EVER SEEN" I'm starting to get into this niche and I intend to learn more Python and SQL (you know, Data Analysis stuff/jobs) and I'm doing a project to scrape NBA statistics but there are always some errors and it ends up taking a long time. BUT THIS IS GOLD CONTENT, KEEP IT UP
@vinny723
@vinny723 2 жыл бұрын
Great tutorial. My screen scrapping job went from 4.5 hours to 8 minutes!!!!!
@ThijmenCodes
@ThijmenCodes Жыл бұрын
Nice video! Used a similar method to collect European Court of Human Rights case documents since there is no official API. Glad to see such methods gaining popularity online, it’s so useful!
@eakerz5642
@eakerz5642 Жыл бұрын
Tnx :) Went from 1 hour scraping with Selenium to 1 minute just getting the JSONs.
@wp4297
@wp4297 2 жыл бұрын
HUGE! I've been looking for this info for 2 days. 12 mins of your video better than anything else, by far. Thumbs up and thank you so much
@JohnWatsonRooney
@JohnWatsonRooney 2 жыл бұрын
Thank you !!
@wp4297
@wp4297 2 жыл бұрын
@@JohnWatsonRooney you saved me a lot of time. I'm new to the topic, next days I'll take a look at you channel
@sajayagopi
@sajayagopi 2 жыл бұрын
I was struggling with selinium to extract a table from javascript website. This video saved so much time. Thank you
@GLo-qc8rz
@GLo-qc8rz 7 ай бұрын
OMG man, was searching for 3 hrs how to extract javascript data w/o complicated rendering and your vid gave a 3 second solution. thank you so much man
@isaacmartinez442
@isaacmartinez442 13 күн бұрын
Wow I love this! I was able to do it!! I did have to adapt to my own situation but still. Thank you so much
@aidanomalley8607
@aidanomalley8607 Жыл бұрын
Thank you, your videos has automated my job. All i need now is a AI cam of myself
@fuad471
@fuad471 Жыл бұрын
really nice and helpful tips in an actual topic with a sight-pleasuring recording quality, thank you for your time and efforts.
@mattimhiyasmith
@mattimhiyasmith 2 жыл бұрын
I have used the inspect with network method but wasn't aware of the copy as url method, thanks for that tip will save me a lot of time!
@krims15
@krims15 2 жыл бұрын
Nice tutorial. But one important thing you haven't mentioned is that most of such APIs usually have some sort of authorization (based on headers, referrer, token, key, whitelist, etc.).
@walteredmond7904
@walteredmond7904 2 жыл бұрын
Yeah for sure I work for MS and all apis are white listed. Wish I could access it as a Public User lol
@maskettaman1488
@maskettaman1488 2 жыл бұрын
Some do. Most 'public' ones (eg. no account needed) will not. Even then figuring out what they do for auth is often trivial
@maskettaman1488
@maskettaman1488 2 жыл бұрын
@@csharpminorflat5 They're not going to IP block someone for shopping on their site too much lmao
@Al3xdude19
@Al3xdude19 2 жыл бұрын
@@maskettaman1488 I’ve been IP blocked for web scraping before. Then again, I didn’t purchase anything. I was taking the photos lol
@maskettaman1488
@maskettaman1488 2 жыл бұрын
@@Al3xdude19 You have to REALLY deviate from normal behaviour to catch blocks like that lol. If you fire off requests as fast as possible then yeah you'll probably get caught
@BOSS-AI-20
@BOSS-AI-20 Жыл бұрын
This video is really amazing I learned web scraping from your videos thanks
@ЦветанГергинов-с7ю
@ЦветанГергинов-с7ю 6 ай бұрын
There is always something new to learn. I’ve been spending hours to grind such an information by hand-writing the whole program to get my result ;D Thanks!
@Oiympus
@Oiympus 2 жыл бұрын
nice tips, it's always fun to poke around and look at what data webpages are using
@milosZcr
@milosZcr 2 ай бұрын
Great content, very useful now that I am learning about this subject. You earned a new sub here
@unknownuser993
@unknownuser993 2 жыл бұрын
Wow that ‘generate code’ feature is super useful. Thanks!
@glitchinLife
@glitchinLife 2 жыл бұрын
Nice tutorial on scrapping, some tricks I have been using myself, and some others never heard of until now thx for sharing!!! Small adjustments if I may (please don't take this as criticism) I think you don't need to loop over each product to copy it to your res, you can use extend instead, also I think the header didn't change so you can take it out the loop over pages
@huisopperman
@huisopperman 9 ай бұрын
Thanks for sharing! This has helped me a lot. After struggling for weeks with selenium, I was able to apply this technique fairly quickly, and am now using it as source to scrape ETF-composition data to feed directly into a PowerBI dataset. Much appreciated!
@sheikhakbar2067
@sheikhakbar2067 3 жыл бұрын
I always come to your channel for these excellent time-saving tips and tricks! Thank you!
@JohnWatsonRooney
@JohnWatsonRooney 3 жыл бұрын
Glad you like them!
@lucasmoratoaraujo8433
@lucasmoratoaraujo8433 Жыл бұрын
Greetings from Brazil! Thank you! I just had to adjust some of the quote marks on the header (there were some 'chained' double quotes (like ""windows"")), making some of the header's strings be interpreted by python as code, not text. Just had to change inner double quotes for single quotes (e.g. "'windows'") and it worked perfectly!). Can't wait to try your other tutorials! Once more, thank your very much!
@JohnWatsonRooney
@JohnWatsonRooney Жыл бұрын
Hey! Thank you! I’m glad you managed to get it work
@phoenixflower1225
@phoenixflower1225 Жыл бұрын
This is seriously high level content right here
@Josh-kw7zk
@Josh-kw7zk 8 ай бұрын
Thank you so much for this tutorial. It helped me a lot on my project. And i learn a lot of new things that i didnt know. Thank you!
@alexcalish9774
@alexcalish9774 2 жыл бұрын
Wow, I think this 1 tutorial will do the most to up level my scraping than I could have ever imagined. Bye bye selenium.
@Davidca12
@Davidca12 2 жыл бұрын
This single-handedly cut the running time of my program from literal hours to a couple of minutes, cannot thank you enough!
@JohnWatsonRooney
@JohnWatsonRooney 2 жыл бұрын
Brilliant, thanks!
@krahkyn
@krahkyn 9 ай бұрын
This is such useful content that shows how much value experience gives - thank you for the straightforward and realistic tutorial!
@BIO5Error
@BIO5Error 3 жыл бұрын
Very, very interesting - I'm going to give this a go myself. Cheers for another great video John.
@JSaretin
@JSaretin 2 жыл бұрын
Instead of looping over the results again, you can use res.extend(products)
@JohnWatsonRooney
@JohnWatsonRooney 2 жыл бұрын
Yes absolutely, thank you for sharing
@codydabest
@codydabest 2 жыл бұрын
This was nearly exactly my job back in 2014/2015 for a giant e-com shoe company. Was always nice when you'd come across a brand that included their inventory count in their API. But yes selenium/watir all day lol
@JohnWatsonRooney
@JohnWatsonRooney 2 жыл бұрын
I’m often quite surprised how much info you can easily get!
@techkhid4836
@techkhid4836 19 күн бұрын
Thank you soooo much.....I needed THIS!
@bigstupidtree3771
@bigstupidtree3771 2 жыл бұрын
This has saved me hours today. Genuinely, thank you. 🙇‍♂️
@JohnWatsonRooney
@JohnWatsonRooney 2 жыл бұрын
That’s great, thank you for watching!
@mujeebishaque
@mujeebishaque 2 жыл бұрын
I love you, John. You're awesome! Thanks for being unique and producing quality content.
@pascal831
@pascal831 Жыл бұрын
Thanks John! You are a lifesaver sir!
@ninjahkz4078
@ninjahkz4078 2 жыл бұрын
Lol, I hadn't thought of a possibility to get an api like that until now haha ​​thanks a lot!
@davida99
@davida99 2 жыл бұрын
Wow! I just found a gem of a channel! Love your content!
@JohnWatsonRooney
@JohnWatsonRooney 2 жыл бұрын
Thanks appreciated!!
@rameshks5281
@rameshks5281 3 жыл бұрын
Easy to understand and very neat & clean narration. Keep it up 🙂
@JohnWatsonRooney
@JohnWatsonRooney 3 жыл бұрын
Thanks a lot 😊
@klabauter-ev4ix
@klabauter-ev4ix Жыл бұрын
That was incredibly helpful and exactly what I needed today. Your presentation is very clear. Thank you!
@ScottCov
@ScottCov 2 жыл бұрын
John Great Video...Thanks for taking the time to do this!!!
@phoenixflower1225
@phoenixflower1225 Жыл бұрын
Thank you so much - this is so insightful and educational. Really helped me understand so many things in so little time.
@Moiludi
@Moiludi 10 ай бұрын
Thank you! It provided a new way of thinking at the issue of collecting data. 🙏
@RatoCanguru_Lucas
@RatoCanguru_Lucas 2 ай бұрын
Man, this is gold. Thanks for sharing!
@davidl3383
@davidl3383 2 жыл бұрын
brillant, i start to do that and it's very effective. Good chanel and good job. Thank you John
@MikeD-qx1kr
@MikeD-qx1kr 11 ай бұрын
John, a specific video about how to scrape React website would be nice. It uses a mix of html and JSON data on pages...just an idea. Keep up the good work loving it.
@jawadch8723
@jawadch8723 2 жыл бұрын
This feels illegal. And I love it!
@JohnWatsonRooney
@JohnWatsonRooney 2 жыл бұрын
Haha
@ChrisS-oo6fl
@ChrisS-oo6fl 2 жыл бұрын
Complete rookie here. I’m trying to understand scraping to help access my lap times from the mylaps api utilizing my own interface. This is intimidating for a novice like me.
@inspecteurbane5666
@inspecteurbane5666 2 жыл бұрын
Thanks a lot, very interesting video, i learned so many things that i didn't know. I will come back for sure!
@voinywolnyprod3046
@voinywolnyprod3046 2 жыл бұрын
Quite interesting! Thank you so much for showing such nice tricks, gonna get familiar with Insomnia.
@Jiloh5
@Jiloh5 2 жыл бұрын
It worked like charm! I really needed this. Thanks
@muhammadrehan3030
@muhammadrehan3030 3 жыл бұрын
Thank you for such a wonderful videos. I learned a lot from you. BTW your video quality and background are always very beautiful.
@JohnWatsonRooney
@JohnWatsonRooney 3 жыл бұрын
thanks! it's nice of you to mention video quality and background, i do my best!
@irfanshaikh262
@irfanshaikh262 2 жыл бұрын
John, you make scraping interesting and motivating simultaneously. Good that I found your channel P. S. I lost myself it at 0:10😂
@TheEkkas
@TheEkkas 2 жыл бұрын
Such a nice vid, if there was a VPN add, I didn't even notice it!
@edgarasben
@edgarasben 2 жыл бұрын
This is amazing! So many things I didn’t know.
@Rob-ky1ob
@Rob-ky1ob 2 жыл бұрын
Instead of looping over the list and doing an append of each individual item, you can do list().extend(list()) which extends the list with the new list. The result of this is 1 list of dictionaries (basically an identical result to how you did it) but with less and cleaner code.
@lokeshchowdary7487
@lokeshchowdary7487 2 жыл бұрын
Thank you for making this awesome tutorial.
@sakibullah3577
@sakibullah3577 2 күн бұрын
really nice juicy piece of knowledge. this XRH tab changes the game hopefully however there arise an issue of how to tackle the cookie-expire problem and if the api needs JWT token, private key
@mrklopp1029
@mrklopp1029 3 жыл бұрын
Thank you for those videos. They're extremely helpful. Keep up the good work! 🙂
@JohnWatsonRooney
@JohnWatsonRooney 3 жыл бұрын
Glad you like them!
@vintprox
@vintprox 2 жыл бұрын
DevTools is a swiss knife for this kind of reverse engineering! It never gets old for me.
@lagu1ful
@lagu1ful 2 жыл бұрын
thank you for the information that you have explained, this is very helpful for the research I am doing
@lagu1ful
@lagu1ful 2 жыл бұрын
thank you so much
@RS-Amsterdam
@RS-Amsterdam 3 жыл бұрын
You made/make stepping into scraping and developing, easy and fun . Thanks for sharing !!
@JohnWatsonRooney
@JohnWatsonRooney 3 жыл бұрын
Thank you!
@bronxandbrenx
@bronxandbrenx 3 жыл бұрын
My master in data extraction.
@ernestomacias5192
@ernestomacias5192 2 жыл бұрын
Well it sure is alot better then what API pulling I had to do in my last job it was nothing short of a nightmare.
@shaikusman536
@shaikusman536 Жыл бұрын
John brother your content is Amazing..........Pls improve audio quality...Respect from INDIA.
@amirahmed5905
@amirahmed5905 Жыл бұрын
Hi there, I found your channel where each and every video delicately made for web scrapping and automation which helps me a lot as work with web scraping and web automation. I have a request, if possible then please make python data post methods on Stateful api v1 and how to mimic cookies and session to get the job done. Thank you.
@giovannimilana6428
@giovannimilana6428 Жыл бұрын
Huge thanks this video was a game changer for me!
@ericbwertz
@ericbwertz 2 жыл бұрын
Nice video -- perfect level of detail.
@JohnWatsonRooney
@JohnWatsonRooney 2 жыл бұрын
Thanks
@elliotnyberg9332
@elliotnyberg9332 2 жыл бұрын
This is amazing and will help me alot. Thank you!!
@swaidaslam8266
@swaidaslam8266 2 жыл бұрын
Wow, just did not know something like that existed. Thanks :)
@JohnWatsonRooney
@JohnWatsonRooney 2 жыл бұрын
That’s great thanks for watching
@xXEnigmaXx001
@xXEnigmaXx001 Жыл бұрын
This works in a lot of cases were the API is open. However, in cases like Social Media Platforms were you have to have an account to access the API or a Wordpress Websites were the API is turned off it wont work. The best approach in these situations, is really just to use Selenium or anything close and try to crawl the pages with a delay.
@JohnWatsonRooney
@JohnWatsonRooney Жыл бұрын
Yea as you say anything that needs a login is much more tricky, in some cases you can pass the cookie and headers around and maintain the session but sometimes selenium/playwright is the best option
@Adam-xr6fj
@Adam-xr6fj 2 жыл бұрын
I used to do this in PHP without knowing better. Nice to see how it's done in python.
@epicman9105
@epicman9105 18 күн бұрын
you're so goated for this
@tobias2688
@tobias2688 2 жыл бұрын
Hi John, I loved the video so much that I had to join Patreon to subscribe there to you. Thanks!
@JohnWatsonRooney
@JohnWatsonRooney 2 жыл бұрын
Hey! Thank you very much!
@xSamsung7
@xSamsung7 Жыл бұрын
I didn't knew that is so simple.I think I make everything much harder for me hah. Thank you!
@JohnWatsonRooney
@JohnWatsonRooney Жыл бұрын
this is a simpler example, on other sites you need to include the cookies and appropriate headers but the process is the same!
@xSamsung7
@xSamsung7 Жыл бұрын
@@JohnWatsonRooney I think that method doesnt work with site i’m trying to scrape prices from. They are using PHP to include product info :/ No API seen in Network page
@numbah16
@numbah16 4 күн бұрын
The king runs Libre
@lazyboi749
@lazyboi749 2 жыл бұрын
It surprises me that a company as large as SunglassHut doesn’t have some basic CORS protection for their API. Regardless, great video mate!
@JohnWatsonRooney
@JohnWatsonRooney 2 жыл бұрын
Thanks, I was surprised too!
@markusjohnsson4836
@markusjohnsson4836 2 жыл бұрын
They might have CORS. CORS protects against browsers doing requests to your API from client code of other websites. It does not protect against scraping scripts.
@lazyboi749
@lazyboi749 2 жыл бұрын
@@markusjohnsson4836 That’s a good point. Although, him using that Postman interface proved they don’t implement CORS.
@dukesteen
@dukesteen 2 жыл бұрын
@@lazyboi749 No it doesn't, CORS only prevents the *browser* from making requests, you can use any other tool just fine, you can also use a cors everywhere proxy to access the api anyways if they did implement cors.
@markusjohnsson4836
@markusjohnsson4836 2 жыл бұрын
@@lazyboi749 while I don’t personally use Postman, I’m pretty sure it doesn’t enforce CORS stuff.
@XAUDERINO
@XAUDERINO Ай бұрын
dude you save my live in my thesis work ;-; ty
@rahulkmail
@rahulkmail Жыл бұрын
Nice tutorial
@agsantiago22
@agsantiago22 2 жыл бұрын
Great video! Thanks so much for sharing! I think you should consider some academic research program (if you havent't already). I am sure you would do an amazing work. Congrats and thanks again!
@JohnWatsonRooney
@JohnWatsonRooney 2 жыл бұрын
Thanks for watching I’m glad you enjoyed it!
@PatoToledo23
@PatoToledo23 2 жыл бұрын
I was using this too and burp suite to have more control in some times
@strum6651
@strum6651 Жыл бұрын
This is good when an API prevents you from requesting too much data, but in the example you give (sun glass website), you can just set pageSize to totalProducts, making your code fit in one request and less traffic to the website.
@JohnWatsonRooney
@JohnWatsonRooney Жыл бұрын
Yes absolutely somehow I missed that when doing this!
@joe-skeen
@joe-skeen Жыл бұрын
I guess this also depends on if you want to be a good neighbor... Requesting too much data at once, if the API is poorly designed, could overwhelm the server and take it down
@strum6651
@strum6651 Жыл бұрын
@@joe-skeen This can be both ways, but I would always assume that the server prefers less traffic directed to it.
@tubelessHuma
@tubelessHuma 3 жыл бұрын
This is very useful trick John. 💖
@randyallen8610
@randyallen8610 Жыл бұрын
Great content. Thanks for this video
@nadyamoscow2461
@nadyamoscow2461 3 жыл бұрын
Clear and helpful as usual. Thanks a lot!!
@TypicallyThomas
@TypicallyThomas 2 жыл бұрын
Thanks so much. This makes things a lot easier
@JohnWatsonRooney
@JohnWatsonRooney 2 жыл бұрын
Great to hear!
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