Suraj Profile picture
10 Oct, 11 tweets, 4 min read
Updating for Oct 2nd week. It’s known that this is a slow week. How slow ? ‘Only’ 42.5 million, still among the top 8 weeks.

Various theories have been offered regarding this slowdown so we will look at some associated data.

1/
This week, the daily bucket chart also highlights weekday public holidays that affect footfalls:
Eid Jul 21
Janmashtami Aug 30
Ganesh Chaturthi Sep 10
Navratri Oct 7-15

Lesser/regional holidays have been skipped only due to lack of pan-India data impact.

2/
The vaccine availability chart shows anomalous behavior this month - rather than a seesaw between supply and use, it has risen until 10th.

Oct started with 50m doses, supply rose to 85m, while consumption was 42.5m -> 77.5m doses supplied, or likely ~265m for the month.

3/
In other words - supply on track, but a drop in daily numbers as the week-long holiday hit.

CoWin data shows the Govt tried - open vaccination centers rose from 65k on Tue to 90k Thu-Sat, and 50K+ on Sun.

This tactic does not appear to have worked well, however.

4/
This suggests opening many centers doesn’t ensure enough people show up during an extended holiday - a vaccination drive is needed.

States that have been doing regular drives continue to do so, e.g. UP here (image credit: covid19india.org) is due for its next.

5/
Perhaps a better tactic during an extended holiday is more closely spaced mass vaccination drives, since supply is no constraint. This also reduces the pressure on HCWs who otherwise man the greater number of centers each day despite fewer footfalls.

6/
Now to address the question, has vaccination reached close to saturation, causing this slowdown ?

This graph shows how much the 1st dose coverage of eligible pop has risen each wk for the last 8 wks.

Hint: The white space on top is what is left to do of 1st doses.

7/
Similarly, the same data for second doses. The gap is large because Covishield (85% of total) has a 12-16 week interval and a lot of 1st doses happen in that time.

The west primarily uses a vaccine with 21 day interval so fully vaxed numbers will track closer.

8/
This chart shows how far each state is from the 2.0 mark signifying both doses done there, i.e total doses / 2*eligible pop.

Again there is a lot of white space on top, i.e. quite a bit of extra

9/
By tracking weekly data in this manner, the goal is to see if first dose incremental number compress beyond some threshold , e.g. 75-80%, or whether they keep going the same at least during normal weeks. Correspondingly, 2nd dose increments should rise.

10/
This week reads:
Sun: 2.9M
Mon: 7.6M
Tue 6.5M
Wed: 4.9M
Thu: 5.2M
Fri: 7.9M
Sat: 7.2M

And Oct 10 9(Sun) is ~4.6M according to CoWin.

There’s little evidence here of anything other than the biggest annual festival season affecting data, and immediate response by Govt.

11/11

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More from @surajbrf

2 Oct
Updating for the start of October. The prior week had 49 million doses. A soft period coming on the back of successive weeks of high performance dominating the top 5 in this chart:

1/
The primary reason for this is a softness in supply coming on the back of 4 long weeks of high performance. However this is now improving as the graph shows, with the available supply back over 50M :

2/
Weekly performance remained steady with no major movement. Trailing 7DMA is now a shade under 7M/day but should go up soon.

I may stop presenting this chart. Oct is likely to have many days over 10M, which this doesn’t show well. If you like this data, please say so.

3/
Read 11 tweets
20 Sep
Updating for 3rd wk Sept. Slightly delayed due to delayed data update on PIB/MoHFW.

Predictably after the 25M world record on Sept 17, this week is the best ever- 67 million.

This week alone is 2x the total by Europe or North America for the whole September to date.

1/
The daily bucketed performance is unable to show the magnitude of the Sept 17th perf well enough. A simpler expression is:

1. On Sept 17, India did more doses than the rest of the world combined.
3. India accounted for ~60% of doses worldwide that day.

2/
The following two charts show Indian vaccination as a fraction of global total in September, both daily and aggregate.

India has outdone its share of world pop (~16%) substantially. When share crosses 50%, that means India outdoes rest of world combined.

3/
Read 10 tweets
4 Sep
Updating for 1st week of Sept, with the risk of sounding like a broken record:

* This week overtook last week as the best week ever.
* First ever instance of >50 million in a week, finishing with 53.6M

1/
Updating the bucket chart of daily number classification shows just how much the recent performance has accelerated, with multiple >10M days interspersed between >6M days.

All data is at intervals between PIB 7pm data.

2/
I’ve summarized the month of August itself separately and written an article about it:



Three months of successively outdoing projections culminated in a record 185m doses in August, vs 150m projected.

3/
Read 12 tweets
28 Aug
A very simple summary of August 4th week:

Best. Week. Ever.

49.2 million vaccinations between Aug 22-28.

1/ Image
It included the first instance of a day of >10 million vaccinations, in a week where the worst weekday was 5.6 million. This new chart reports daily number for the past 3 months broken into buckets:

2/ Image
This new chart was necessitated by the fact that every day is now over 5m. 4 weeks of August are:
19 days >5m
5 days of 4-5m
4 Sundays

The data above 5m is so frequent and varied that it does not work as a single bucket anymore.

3/ Image
Read 10 tweets
8 Aug
This thread overviews the extraordinary performance of @Neeraj_chopra1 at Tokyo 2020 in the men’s javelin throw event - the statistics & history involved.

It describes the pathbreaking nature of the achievement, with regard to both Neeraj’s own and continental performance.

1/
No Asian has ever won the men’s javelin gold before. The event has been the preserve of east/central Europeans built like tanks. Neeraj is only the second non-white to win it after Kershorn Walcott. In fact the magnitude of the achievement is even greater…

2/
No Asian has ever even medaled in Olympic javelin throw before. The Finns and other Nordics monopolize it, with Germany, USSR and Hungary making up most of the rest. They also own all the best javelin brands, covered later. But that’s not all…

3/
Read 15 tweets
26 Jun
Updating this for June Week 4.

The only way to describe this week is OFF THE CHARTS.

Forget all the encouraging steady rise numbers so far. This week blew them away, doubling the 7DMA in a week to begin with:

1/
Each of the last 8 days - from Sat Jun 19 to Sat Jun 26 - were all time best days of week for vaccinations, with 26th overtaking the perf on 18th. The past week dominates the list of best ever single days for vaccinations:

2/
June Week 4 was by a long distance the best ever week, with almost 45 million vaccinations done, exceeding the populations of many countries:

3/
Read 7 tweets

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