ZooChat is 16 years old!

32. Posts per day - top 50% of posters vs the rest (90 day moving averages)

In the past, I've tried looking at the breakdown of posters using an approximation of the 80/20 rule (20% of the posters generate 80% of the content) - but found that the patterns largely just followed the overall post volume and didn't give us any new insights.

So this time, I decided to look at comparing activity between the top posters vs the rest - split right down the middle.

I started by investigating which members contribute the majority of the posts (and comments - I'm treating them as the same thing). Here's what I found:
  • From launch to our 16th anniversary, we've had 5,216 members post on ZooChat
  • In that same period, we made 561,435 posts
  • I found that 56 members made 50% of the posts - that's 1.1% of the members making 50% of the posts
  • In summary: if you have made at least 3,248 posts then you are in the top 50% of posters, if we measure it by contribution to the overall post total
So let's compare those two groups: 56 members in the top 50% vs 5,160 members in the bottom 50%:

upload_2020-2-12_14-39-59.png

Now, the key thing to remember is that this is measured based on what the users have done now - not what they had done at the time. So if the red line is higher - that indicates that the users who posted at that time are still not in the top 50% now.

It's unsurprising that there was a peak in 2009/10 from new users - we did have a massive growth period leading up to that point.

It's also unsurprising that after that peak, the blue line takes over - that is the growth of our "top posters" - where the frequent posters start to post more than the occasional posters.

As time goes on, the older, more established members are at a natural advantage - they've had more time to make their posts and so will likely have a much higher total overall.

A growing red line later in the chart shows an increase in depth of the site - there are more people contributing now and the post volume isn't just coming from the top posters. This is generally a good thing.

Let's look at the data a different way.

On the basis that the top posters post approximately 50% of the posts, while the rest post the other 50% - we can take the mid point of our daily posts as a median. Meaning, on any given day, we expect our top posters to make approximately half of the posts.

The reality of course is quite different - not everyone posts consistently, so our top 56 members won't post all the time (indeed, some are relatively new and so didn't contribute to the early volume - while others have dropped off in their posting activity, and so don't contribute to the later volume.

This chart attempts to show that difference - by looking at how far from the mid point each group is.

Above the line means that the group posted more than half, below means they posted less.

That peak near 50% for the "bottom 50%" in late 2005 means that the "bottom" group posted nearly 100% of the posters (50% higher than the 50% mark is 100% !!)

So as of Oct 2019, the "bottom 50%" posters are making nearly 20% above the median number of posts, while the "top 50%" are making nearly 20% less than the median.

upload_2020-2-12_14-41-23.png

I'm not sure it means that much overall - but it is pretty :D
 

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33. Media uploads per day - top 50% of uploaders vs the rest (90 day moving averages)

Let's do that same analysis for media uploads next.
  • From launch to our 16th anniversary, we've had 1,248 members upload media on ZooChat
  • In that same period, we made 402,547 media uploads
  • I found that 25 members made 50% of the uploads - that's 2.0% of the members making 50% of the uploads
  • In summary: if you have made at least 2,778 media uploads then you are in the top 50% of uploaders, if we measure it by contribution to the overall media total

upload_2020-2-13_14-26-17.png

No real surprises there - and it's a lot more consistent than the posts. The main thing of note would be the early surge by our top uploaders - they got in early, and that head start makes it difficult for new comers to catch up.

If we look at the difference between the two groups - it's much closer overall than the post chart - and it changes frequently. I suspect this is more based on the fact that media uploads tend to come less frequently, but in larger numbers - someone will go on a trip or visit a zoo, and then upload dozens (or even hundreds) of photos. This will skew the daily results one way of the other, depending on who it is doing the uploads.

upload_2020-2-13_14-31-55.png

Note that I removed the first couple of years of data because the data was quite extreme (ie for quite some time in the early days of the site, 100% of uploads were made by our bottom 50% of posters) and it was making it difficult to see the overall picture.

Again, I'm not sure if these charts actually mean much - but they are quite pretty.
 

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34. Forums with the most posts

  1. (141,160 posts) - United Kingdom
  2. (83,014 posts) - United States
  3. (68,978 posts) - General Zoo Discussion
  4. (36,261 posts) - Australia
  5. (27,694 posts) - Wildlife & Nature Conservation
  6. (26,648 posts) - Zoo Cafe
  7. (24,080 posts) - Fantasy Zoos
  8. (12,997 posts) - Canada
  9. (11,049 posts) - Europe - General
  10. (10,141 posts) - New Zealand
  11. (9,779 posts) - New Member Introductions
  12. (8,916 posts) - Germany
  13. (8,384 posts) - ZooChat Community & Website
  14. (8,021 posts) - Challenges, Quizzes, Competitions & Games
  15. (6,111 posts) - Animal Photography
  16. (5,939 posts) - Netherlands
  17. (4,795 posts) - TV, Movies, Books about Zoos & Wildlife
  18. (3,340 posts) - ZooChat Cup
  19. (3,229 posts) - Asia - General
  20. (3,188 posts) - Private Collections & Pets
  21. (2,827 posts) - Singapore
  22. (2,417 posts) - Belgium
  23. (2,408 posts) - Czech Republic
  24. (2,270 posts) - France
  25. (2,034 posts) - Spain
  26. (1,901 posts) - Zoo Memorabilia
  27. (1,791 posts) - North America - General
  28. (1,732 posts) - Zoo Games & Simulators
  29. (1,547 posts) - Denmark
  30. (1,475 posts) - Ireland
  31. (1,334 posts) - Websites about Zoos & Animal Conservation
  32. (1,216 posts) - China
  33. (1,165 posts) - Japan
  34. (1,146 posts) - Announcements
  35. (962 posts) - Events & Meetups
  36. (885 posts) - Italy
  37. (883 posts) - Sweden
  38. (880 posts) - Poland
  39. (836 posts) - Zoo History
  40. (826 posts) - Switzerland
  41. (625 posts) - Malaysia
  42. (580 posts) - Mexico
  43. (577 posts) - Russia
  44. (566 posts) - India
  45. (541 posts) - Austria
  46. (523 posts) - Thailand
  47. (400 posts) - Indonesia
  48. (380 posts) - Portugal
  49. (343 posts) - Hungary
  50. (317 posts) - United Arab Emirates
 
35. Posts per day - top forums (90 day moving averages)

So I took the top 7 forums above (those with more than 20,000 posts each), and did a comparison of the posts per day that go into each forum.

upload_2020-2-13_16-49-57.png

Obviously the site started with a primarily Australian audience, but in 2007 was quickly overtaken by the UK audience. The US didn't really pick up until 2008 and it's only in recent years that the US has started to overtake the UK posts.

upload_2020-2-13_16-51-56.png

General has been pretty consistent all the way through, while the cafe comes and goes. Wildlife and Nature Conservation has picked up strongly in recent years, and then of course the Fantasy forum has really taken off recently (much to the consternation of some members).

I don't know what happened around Jan 2013 for that spike in General and the Cafe.
 

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38. Categories with the most media

  1. (7,216 uploads) - Chester Zoo
  2. (6,162 uploads) - San Diego Zoo
  3. (5,466 uploads) - Cincinnati Zoo and Botanical Garden
  4. (5,037 uploads) - Los Angeles Zoo & Botanical Gardens
  5. (3,984 uploads) - Bronx Zoo
  6. (3,921 uploads) - Netherlands - Other
  7. (3,746 uploads) - Rotterdam Zoo
  8. (3,376 uploads) - ZOO Antwerpen
  9. (3,346 uploads) - ZSL London Zoo
  10. (3,278 uploads) - Zoo Wroclaw
  11. (3,006 uploads) - San Diego Zoo Safari Park
  12. (2,896 uploads) - Toronto Zoo
  13. (2,872 uploads) - Burgers' Zoo
  14. (2,815 uploads) - Kansas City Zoo
  15. (2,680 uploads) - Artis Royal Zoo
  16. (2,673 uploads) - United States - Wildlife
  17. (2,639 uploads) - Berlin Tierpark
  18. (2,603 uploads) - Australia - Wildlife
  19. (2,474 uploads) - Berlin Zoo
  20. (2,471 uploads) - Prague Zoo Praha
  21. (2,393 uploads) - Flamingo Land
  22. (2,385 uploads) - Saint Louis Zoo
  23. (2,353 uploads) - Colchester Zoo
  24. (2,333 uploads) - Blackpool Zoo
  25. (2,326 uploads) - Paignton Zoo
  26. (2,314 uploads) - Smithsonian National Zoo
  27. (2,250 uploads) - Dudley Zoological Gardens
  28. (2,226 uploads) - Marwell Wildlife
  29. (2,127 uploads) - Twycross Zoo
  30. (2,103 uploads) - Omaha's Henry Doorly Zoo
  31. (2,057 uploads) - ZSL Whipsnade Zoo
  32. (1,997 uploads) - Dallas Zoo
  33. (1,978 uploads) - GaiaZOO Kerkrade
  34. (1,894 uploads) - Cotswold Wildlife Park and Gardens
  35. (1,828 uploads) - Milwaukee County Zoo
  36. (1,803 uploads) - Vogelpark Avifauna
  37. (1,752 uploads) - Pairi Daiza
  38. (1,733 uploads) - Planckendael
  39. (1,733 uploads) - Safaripark Beekse Bergen
  40. (1,715 uploads) - Olmense Zoo
  41. (1,700 uploads) - Zoo Miami
  42. (1,604 uploads) - Woodland Park Zoo
  43. (1,558 uploads) - Weltvogelpark Walsrode
  44. (1,550 uploads) - Philadelphia Zoo
  45. (1,538 uploads) - Taronga Zoo
  46. (1,529 uploads) - Fort Worth Zoo
  47. (1,528 uploads) - Yorkshire Wildlife Park
  48. (1,521 uploads) - Bristol Zoo
  49. (1,478 uploads) - Zoo Frankfurt
  50. (1,477 uploads) - Brookfield Zoo
 
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Interesting above that of the top 50 categories with media uploads, the only two that are not zoos are Australia Wildlife and USA Wildlife. Aquariums are conspicuous by their absence.

Edit - there is a third different category on the list - Netherlands Other - though this is due to the posts of one particularly zealous user.
 
Aquariums are conspicuous by their absence.

Because fish?

In my experience, aquariums don't tend to change much and so there's never much new to see between visits.

Also, baby fish aren't exactly drawcards like they can be in a zoo - and other than the occasional drawcard feature (ie an unusual creature not often seen in captivity), fish are fish are fish.

While I do enjoy visiting a good aquarium, I don't tend to feel the need to go back in a hurry - whereas there's always something new to see at a zoo. I think the volume of photographs tends to reflect that general sentiment?
 
39. Media per day - top categories (180 day moving averages)

So let's look at our top 8 gallery categories and see the history of when the photos were posted. I've had to use 180 day moving averages here to try and smooth out the data - since photos tend to get uploaded in large batches, which makes the data difficult to follow due to the sharp movements in the charts.

upload_2020-2-13_20-29-20.png

Chester Zoo has been pretty consistent, as has San Diego Zoo. Cincinnati Zoo seems to have had some large contribution around 2012 - 2014 ... I'm wondering if there was a particular user who favoured Cincinnati Zoo and who contributed a lot during that period? Los Angeles Zoo started off strongly, but has tapered away a bit in recent years.


upload_2020-2-13_20-29-25.png

Bronx Zoo is another fairly consistent performer - there was a peak back in 2016 - I seem to recall a lot of debates about the Bronx Zoo, which probably coincides with that period where there was more interest. The Netherlands - Other category is largely driven by a single user's contributions. Rotterdam Zoo seems to have been a recent favourite - lots of contribution. Antwerp is another consistent zoo.
 

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36. Zoos with the most posts

Looking at the zoo prefix added to threads.

  1. (26,792 posts) - Chester Zoo - United Kingdom
  2. (10,297 posts) - ZSL London Zoo - United Kingdom
  3. (8,938 posts) - Toronto Zoo - Canada
  4. (7,151 posts) - Twycross Zoo - United Kingdom
  5. (6,260 posts) - Taronga Zoo - Australia
  6. (5,527 posts) - Edinburgh Zoo - United Kingdom
  7. (5,018 posts) - ZSL Whipsnade Zoo - United Kingdom
  8. (4,936 posts) - Colchester Zoo - United Kingdom
  9. (4,800 posts) - San Diego Zoo - United States
  10. (4,311 posts) - Cincinnati Zoo and Botanical Garden - United States
  11. (4,014 posts) - Paignton Zoo - United Kingdom
  12. (3,887 posts) - South Lakes Wild Animal Park - United Kingdom
  13. (3,836 posts) - Melbourne Zoo - Australia
  14. (3,690 posts) - Marwell Wildlife - United Kingdom
  15. (3,314 posts) - Los Angeles Zoo & Botanical Gardens - United States
  16. (3,213 posts) - Dudley Zoological Gardens - United Kingdom
  17. (2,967 posts) - Bronx Zoo - United States
  18. (2,844 posts) - Auckland Zoo - New Zealand
  19. (2,623 posts) - Longleat Safari & Adventure Park - United Kingdom
  20. (2,577 posts) - Smithsonian National Zoo - United States
  21. (2,489 posts) - Bristol Zoo - United Kingdom
  22. (2,301 posts) - Yorkshire Wildlife Park - United Kingdom
  23. (2,053 posts) - Adelaide Zoo - Australia
  24. (1,814 posts) - Columbus Zoo and Aquarium - United States
  25. (1,722 posts) - San Diego Zoo Safari Park - United States
  26. (1,659 posts) - Port Lympne Wild Animal Park - United Kingdom
  27. (1,642 posts) - Milwaukee County Zoo - United States
  28. (1,642 posts) - Blackpool Zoo - United Kingdom
  29. (1,601 posts) - Highland Wildlife Park - United Kingdom
  30. (1,551 posts) - Australia Zoo - Australia
  31. (1,547 posts) - Howletts Wild Animal Park - United Kingdom
  32. (1,428 posts) - Taronga Western Plains Zoo - Australia
  33. (1,416 posts) - Noah's Ark Zoo Farm - United Kingdom
  34. (1,388 posts) - Brookfield Zoo - United States
  35. (1,252 posts) - Monkey World Ape Rescue Centre - United Kingdom
  36. (1,238 posts) - Pittsburgh Zoo & PPG Aquarium - United States
  37. (1,215 posts) - Belfast Zoo - United Kingdom
  38. (1,205 posts) - Cleveland Metroparks Zoo - United States
  39. (1,204 posts) - Werribee Open Range Zoo - Australia
  40. (1,184 posts) - Wellington Zoo - New Zealand
  41. (1,144 posts) - Cotswold Wildlife Park and Gardens - United Kingdom
  42. (1,141 posts) - Perth Zoo - Australia
  43. (1,102 posts) - Zoo Leipzig - Germany
  44. (1,095 posts) - Zion Wildlife Gardens - New Zealand
  45. (1,079 posts) - Durrell Wildlife Conservation Trust - United Kingdom
  46. (1,071 posts) - Rare Species Conservation Centre - United Kingdom
  47. (1,043 posts) - West Midland Safari and Leisure Park - United Kingdom
  48. (979 posts) - Hamerton Zoo Park - United Kingdom
  49. (962 posts) - Akron Zoo - United States
  50. (962 posts) - Berlin Tierpark - Germany
 
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37. Posts per day - top zoos (90 day moving averages)

Charting our top 8 zoos by post count.

upload_2020-2-13_23-1-40.png

Not much to say about Chester, except it's Chester!
London Zoo has been remarkably consistent across the years.
Toronto had a good start and has the occasional period of excitement, but also has quiet periods.
Twycross Zoo is also pretty consistent overall.

upload_2020-2-13_23-3-17.png

Taronga got off to an early start due to the Australian-centric audience when we first launched.
Edinburgh Zoo had some interesting peak periods back in the early 10's
Whipsnade is generally pretty consistent.
Colchester had a huge run early on - but has settled down a lot in recent years.
 

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40. Posts per day - zoo keywords (90 day moving averages)

So taking our list of top 8 zoos, I've queried the posts in the database to determine how many times certain keywords relating to those zoos have been mentioned each day.

The search terms used were literally:
  • chester
  • london
  • toronto
  • twycross
It's a pretty simplistic query and will pick up on general mentions of London or Toronto, etc - so not 100% accurate, but it's still a good indication.

upload_2020-2-14_14-28-45.png

Chester has always been a hot topic on ZooChat, although London is also up there these days.

upload_2020-2-14_14-31-41.png

Once more, it's obvious the early bias towards Australian zoos, with Taronga getting a lot of coverage. One thing to note that with the rebranding of Dubbo Zoo to the Taronga Western Plains Zoo, we'll get a bit of crossover between the two in recent years, skewing the results somewhat.
 

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41. Posts per day - animals keywords (90 day moving averages)

So let's try the same thing, but use some animal keywords to see how often they are mentioned!

upload_2020-2-14_14-59-48.png

Lions seem to get more coverage than elephants - I didn't really expect that.
Tigers aren't that far behind - again, I didn't really expect that either, I always get the impression there's not quite as much to talk about.
I'm a little disappointed that gorillas aren't getting as much love these days.

upload_2020-2-14_14-59-57.png

Pandas are getting more attention these days.
Okapi are a bit up and down.
Chimp is pretty consistent.
I thought I'd throw Pangolin in to see how it compared - and there is a definite uptrend in recent years.

Are there any other animals we discuss a lot on ZooChat that I should do a chart for?
 

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42. Likes per day (90 day moving average)

Likes made on all types of content (posts, media, comments, etc)

Taken since the migration to XenForo in Oct 2016

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42. Likes per day - posts (90 day moving average)

Likes made only on posts

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44. Likes per post (90 day moving average)

Likes given for each post made per day

upload_2020-2-14_17-59-20.png

We've hit an average more more than 1 like per post a couple of times in recent years!
 

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45. Likes per day - media uploads (90 day moving average)

Likes made only on media uploads.

upload_2020-2-14_18-9-27.png
 

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46. Likes per media upload (90 day moving average)

Likes given for each media upload.

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