Saturday, July 9, 2022

Social Battle Lines Rus-UKR on Telegram H1 22

Meta Data Analysis of Photo Postings on Telegram Groups Intel Slava (pro-RUS) and Ukraine Today (pro-UKR) between 20- Feb and 6- Jul.


The key investigation was how Meta data correlates to actual happenings on ground. Intel Slava is a Russian news Aggregator with over 400K followers and is supposed to be funded by Putin, Russian ministry of defence, FSB, GRU and SVR. Ukraine Today is a smaller channel with about 31K followers. Funding is unclear but seems to have sprung up spontaneously on people's inititiative. Maybe posters are ordinary people or sleected people.

Both groups have been popular among expatriate populations of both countries.

While chats, videos and photo's are all present, extracting post information from videos on Ukraine Today was difficult. Hence posting of photo's have been used to measure the intensity of informtion being put out.

Intel Slave has been around for longer and their post history is given below:


Since the war started, the activity has increased. Plotted together there are startling patterns on the absolute number of photo posts done:

Almost as if each group has been fighting the social war in tango. One leads, another slows down.



Plotted as %age of activity during this time, since the resources in each group are different, the graph is starker.



PeriodGroup in AscendantEvents in Real World
A- Week 10 to Week 11 (27th Feb to 12th Mar)UKRFully 1/6th of all UKR posts in this 20 week period done here. This is the phase when the invasion started, and Social Media was replete with examples of a tractor driver stealing a BMP, a 'бабушка' giving laxatives to RUS Soldiers. High enthusiasm cheering posts.
2nd Mar is interesting. For first time UKR claimed to have gone on offensive in Horilivka. Kharkiv paratrooper attack. Kherson captured by RUS. It's almost as if UKR was cheering on their troop attacks
7th and 8th Mar- Again Interesting as UKR side continued to pump out photos. Mariupol evacuation
B-Week 13 to 14: 20th Mar to 2nd AprRUSUKR groups tend to become silent. Specially after 28 Mar. Talks happening in Istanbul. RUS is de-escalation around Kyiv and Chernihiv to focus around Donbass
C-Week 15 end through Week 18 (3 Apr to 30 Apr)UKR+ RUS15% of UKR posts. In Week 15, it's concetrated around Bucha massacre, but otherwise a quiet week.
Things start heating up from
Week 16 (13 to 15 Apr) Moskva sunk. It's as if the UKR side has come back to life and there is a fightback from RUS groups
Week 17 (17 Apr to 24 Apr)- Donbass offensive and Mariupol is taken by RUS. UKR starts to flag, and increased activty in RUS Groups
Week 18 (24 to 30 Apr)- Azovstal Steelworks attacked. UKR groups posting on visit of Blinken and Austin Llyod. Kherson occupation and instructions to use Roubles.

It is this phase which seems that the war had reached it's climax as both groups posted volumnously in this phase after the first lull following the invasion
D- Week 19 to 21 (1 May to 21 May)UKR+ RUSRelative lull. In Week 20, UKR groups grow very silent. RUS claims hitting NATO supplied arms depots, UKR withdrawal from around Kharkiv.
E- Week 23 (29 May to 4 Jun)UKRProbably the busiest week in UKR groups. Close to 15% of posts made in this week.
UKR claims that RUS has suffered high casualties in the Battle of Sievierodonetsk for connecting road between Lysychansk-Bakhmut. Zelensky visits Kharkiv for first time since war started.
Information of delivery of M142 HIMARS and the US Cyber Com acting on behalf of UKR against RUS targets
F- Week 25 (12 Jun onwards)RUSUKR groups fall almost silent. As if deep down this public group has given up. Refelecting a realization of what is actually happening on the field


Tuesday, April 9, 2019

An Analysis of the Election Manifestos of INC and BJP for Indian General Elections 2019

As General Elections 2019 approach in India, both major National parties, the BJP (Bharatiya Janata Party) and INC (Indian National Congress) have released their manifestos. Unable to go through the Manifestos in detail due to a major work project, I tried to take the statistician's shortcut to analyze the English version of both Manifesto's using free online tools (Statistical Analysis Software & Word Cloud Generator) to get a quick sense of what  were the core issues that each party was focusing on.

While this approach can be approached as the whole truth (What each party says and does ion practice will be slightly different while a written Manifesto is evidence for prosperity) it still should be enough to hold a party accountable and get a sense of what it feels are the real issues that matter for voters (or should matter for voters).

  • INC Election Manifesto 2019 - Interesting that the second most common word after Will (576 times) is Congress (397) and promises (207), followed by India (100). Personal opinion, but seems that the country comes lower down in the hierarchy of things for the Congress


  • BJP Election Manifesto 2019-  In contrast the top 5 words in the BJP Manifesto are Will (365), Ensure (119), India (114), years (74), Government (74). The party mentions itself (BJP-19 times) and does not mention the Congress at all



And just for kicks here are the top 100 words in each Manifesto. Both parties seem to sell a story of hope (Will is top rated word in both Manifestos) to the voter.




Will try to get back and try to classify further based on Economy, Internal Security, Social Sector, Foreign Affairs, Defense, etc for top 100 words later.

Wednesday, August 29, 2018

Anatomy of the Indian Rafael Deal

While a lot of arguments and counter arguments have flown across the political spectrum about the true valuation of the revised government to government Indian Rafael deal, it has been difficult to understand how much is the deal actually worth. Here's a layman's attempt at trying to simplify the whole deal.



To keep things simple I have tried to keep the numbers all in USD (fluctuations of EUR and USD exchange rates will affect some of the values).

Sources used:
  1. https://economictimes.indiatimes.com/news/defence/ndas-rafale-deal-much-better-than-upas-say-mod-officials/articleshow/62876613.cms
  2. http://www.rediff.com/news/special/has-india-paid-more-for-the-rafales/20171201.htm
  3. The Wikileak Cable that was cited by Rafael for not wanting to partner with HAL
  4. http://defensenews-alert.blogspot.com/2018/03/rafale-deal-first-full-details-of.html  
  5. Defence Procurement Procedure Guideline for Offsets 
  6. List of 72 Indian firms with whom Rafael has tied up for Offsets
  7. https://swarajyamag.com/politics/breaking-down-rahul-gandhis-narrative-on-the-rafale-deal