• An AWS account with admin rights
• Full control over the domain name you use to send your newsletter
• A baremetal or virtual Linux Debian server you have the root access to
• NodeJS installed (8x and 10x are ok with Mailtrain)
• A MySQL/MariaDB instance with the root access to
• Redis 3x (not 5) if you want to use Redis (not mandatory)

• Configure AWS SES
• Configure your server by:
  • configuring your database
  • install Mailtrain
  • configuring your web server
• Configure your Mailtrain setup

Ask AWS SES to verify a domain

Generate the DKIM settings

AWS SES pending verification

AWS SES SMTP settings and credentials

MariaDB [(none)]> create database mailtrain;
Query OK, 1 row affected (0.00 sec)
MariaDB [(none)]> CREATE USER 'mailtrain' IDENTIFIED BY 'V3rYD1fF1cUlTP4sSW0rd!';
Query OK, 0 rows affected (0.01 sec)
MariaDB [(none)]> GRANT ALL PRIVILEGES ON mailtrain.* TO 'mailtrain'@localhost IDENTIFIED BY 'V3rYD1fF1cUlTP4sSW0rd!';
Query OK, 0 rows affected (0.00 sec)
MariaDB [(none)]> FLUSH PRIVILEGES;
Query OK, 0 rows affected (0.00 sec)
MariaDB [(none)]> show databases;
+--------------------+
  Database            
+--------------------+
  information_schema  
  mailtrain           
  mysql               
  performance_schema  
+--------------------+
6 rows in set (0.00 sec)
MariaDB [(none)]> Bye

[mysql]
host="localhost"
user="mailtrain"
password="V3rYD1ff1culT!"
database="mailtrain"

screen
NODE_ENV=production npm start

groupadd mailtrain
useradd -g mailtrain
chown -R mailtrain:mailtrain /var/www/mailtrain 

[Unit]
 Description=mailtrain
 After=network.target
[Service]
 Type=simple
 User=mailtrain
 WorkingDirectory=/var/www/mailtrain/
 Environment="NODE_ENV=production"
 Environment="PORT=3000"
 ExecStart=/usr/bin/npm run start
 TimeoutSec=15
 Restart=always
[Install]
 WantedBy=multi-user.target

systemctl daemon-reload
systemctl start mailtrain.service

map $http_upgrade $connection_upgrade  
  default upgrade;
  ''      close;
 
server  
  listen 80; 
  listen [::]:80;
  server_name mailtrain.toto.com;
  return 301 https://$host$request_uri;
 
server  
  listen 443 ssl;
  listen [::]:443 ssl;
  server_name mailtrain.toto.com;
  access_log /var/log/nginx/mailtrain.toto.com.access.log;
  error_log /var/log/nginx/mailtrain.toto.com.error.log;
  ssl_protocols TLSv1.2;
  ssl_ciphers EECDH+AESGCM:EECDH+AES;
  ssl_ecdh_curve prime256v1;
  ssl_prefer_server_ciphers on; 
  ssl_session_cache shared:SSL:10m;
  ssl_certificate     /etc/letsencrypt/live/mailtrain.toto.com/fullchain.pem;
  ssl_certificate_key /etc/letsencrypt/live/mailtrain.toto.com/privkey.pem;
  keepalive_timeout    70; 
  sendfile             on;
  client_max_body_size 0;
  root /var/www/mailtrain;
  location ~ /\.well-known\/acme-challenge  
    allow all;
   
  gzip on; 
  gzip_disable "msie6";
  gzip_vary on; 
  gzip_proxied any;
  gzip_comp_level 6;
  gzip_buffers 16 8k; 
  gzip_http_version 1.1;
  gzip_types text/plain text/css application/json application/javascript text/xml application/xml application/xml+rss text/javascript;
  add_header Strict-Transport-Security "max-age=31536000";
  location /   
    try_files $uri @proxy;
   
  location @proxy  
    proxy_set_header Host $host;
    proxy_set_header X-Real-IP $remote_addr;
    proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
    proxy_set_header X-Forwarded-Proto https;
    proxy_pass http://127.0.0.1:3000;
   
 

systemctl start nginx

Mailtrain mailer setup

Mailtrain to throttle sending emails to AWS SES

• Carl Chenet s blog
• Twitter account
• Mastodon account

The Population Issue and its many facets Another couple of weeks passed. A Lot of things happening, lots of anger and depression in folks due to handling in pandemic, but instead of blaming they are willing to blame everybody else including the population. Many of them want forced sterilization like what Sanjay Gandhi did during the Emergency (1975). I had to share So Long, My son . A very moving tale of two families of what happened to them during the one-child policy in China. I was so moved by it and couldn t believe that the Chinese censors allowed it to be produced, shot, edited, and then shared worldwide. It also won a couple of awards at the 69th Berlin Film Festival, silver bear for the best actor and the actress in that category. But more than the award, the theme, and the concept as well as the length of the movie which was astonishing. Over a 3 hr. something it paints a moving picture of love, loss, shame, relief, anger, and asking for forgiveness. All of which can be identified by any rational person with feelings worldwide.

Girl child What was also interesting though was what it couldn t or wasn t able to talk about and that is the Chinese leftover men. In fact, a similar situation exists here in India, only it has been suppressed. This has been more pronounced more in Asia than in other places. One big thing in this is human trafficking and mostly women trafficking. For the Chinese male, that was happening on a large scale from all neighboring countries including India. This has been shared in media and everybody knows about it and yet people are silent. But this is not limited to just the Chinese, even Indians have been doing it. Even yesteryear actress Rupa Ganguly was caught red-handed but then later let off after formal questioning as she is from the ruling party. So much for justice. What is and has been surprising at least for me is Rwanda which is in the top 10 of some of the best places in equal gender. It, along with other African countries have also been in news for putting quite a significant amount of percentage of GDP into public healthcare (between 20-10%), but that is a story for a bit later. People forget or want to forget that it was in Satara, a city in my own state where 220 girls changed their name from nakusha or unwanted to something else and that had become a piece of global news. One would think that after so many years, things would have changed, the only change that has happened is that now we have two ministries, The Ministry of Women and Child Development (MoWCD) and The Ministry of Health and Welfare (MoHFW). Sadly, in both cases, the ministries have been found wanting, Whether it was the high-profile Hathras case or even the routine cries of help which given by women on the twitter helpline. Sadly, neither of these ministries talks about POSH guidelines which came up after the 2012 gangrape case. For both these ministries, it should have been a pinned tweet. There is also the 1994 PCPNDT Act which although made in 1994, actually functioned in 2006, although what happens underground even today nobody knows . On the global stage, about a decade ago, Stephen J. Dubner and Steven Levitt argued in their book Freakonomics how legalized abortion both made the coming population explosion as well as expected crime rates to be reduced. There was a huge pushback on the same from the conservatives and has become a matter of debate, perhaps something that the Conservatives wanted. Interestingly, it hasn t made them go back but go forward as can be seen from the Freakonomics site.

Climate Change Another topic that came up for discussion was repeatedly climate change, but when I share Shell s own 1998 Confidential report titled Greenhouse effect all become strangely silent. The silence here is of two parts, there probably is a large swathe of Indians who haven t read the report and there may be a minority who have read it and know what already has been shared with U.S. Congress. The Conservative s argument has been for it is jobs and a weak we need to research more . There was a partial debunk of it on the TBD podcast by Matt Farell and his brother Sean Farell as to how quickly the energy companies are taking to the coming change.

Health Budget Before going to Covid stories. I first wanted to talk about Health Budgets. From the last 7 years the Center s allocation for health has been between 0.34 to 0.8% per year. That amount barely covers the salaries to the staff, let alone any money for equipment or anything else. And here by allocation I mean, what is actually spent, not the one that is shared by GOI as part of budget proposal. In fact, an article on Wire gives a good breakdown of the numbers. Even those who are on the path of free markets describe India s health business model as a flawed one. See the Bloomberg Quint story on that. Now let me come to Rwanda. Why did I chose Rwanda, I could have chosen South Africa where I went for Debconf 2016, I chose because Rwanda s story is that much more inspiring. In many ways much more inspiring than that South Africa in many ways. Here is a country which for decades had one war or the other, culminating into the Rwanda Civil War which ended in 1994. And coincidentally, they gained independence on a similar timeline as South Africa ending Apartheid in 1994. What does the country do, when it gains its independence, it first puts most of its resources in the healthcare sector. The first few years at 20% of GDP, later than at 10% of GDP till everybody has universal medical coverage. Coming back to the Bloomberg article I shared, the story does not go into the depth of beyond-expiry date medicines, spurious medicines and whatnot. Sadly, most media in India does not cover the deaths happening in rural areas and this I am talking about normal times. Today what is happening in rural areas is just pure madness. For last couple of days have been talking with people who are and have been covering rural areas. In many of those communities, there is vaccine hesitancy and why, because there have been whatsapp forwards sharing that if you go to a hospital you will die and your kidney or some other part of the body will be taken by the doctor. This does two things, it scares people into not going and getting vaccinated, at the same time they are prejudiced against science. This is politics of the lowest kind. And they do it so that they will be forced to go to temples or babas and what not and ask for solutions. And whether they work or not is immaterial, they get fixed and property and money is seized. Sadly, there are not many Indian movies of North which have tried to show it except for oh my god but even here it doesn t go the distance. A much more honest approach was done in Trance . I have never understood how the South Indian movies are able to do a more honest job of story-telling than what is done in Bollywood even though they do in 1/10th the budget that is needed in Bollywood. Although, have to say with OTT, some baggage has been shed but with the whole film certification rearing its ugly head through MEITY orders, it seems two steps backward instead of forward. The idea being simply to infantilize the citizens even more. That is a whole different ball-game which probably will require its own space.

Vaccine issues One good news though is that Vaccination has started. But it has been a long story full of greed by none other than GOI (Government of India) or the ruling party BJP. Where should I start with. I probably should start with this excellent article done by Priyanka Pulla. It is interesting and fascinating to know how vaccines are made, at least one way which she shared. She also shared about the Cutter Incident which happened in the late 50 s. The response was on expected lines, character assassination of her and the newspaper they published but could not critique any of the points made by her. Not a single point that she didn t think about x or y. Interestingly enough, in January 2021 Bharati Biotech was supposed to be share phase 3 trial data but hasn t been put up in public domain till May 2021. In fact, there have been a few threads raised by both well-meaning Indians as well as others globally especially on twitter to which GOI/ICMR (Indian Council of Medical Research) is silent. Another interesting point to note is that Russia did say in its press release that it is possible that their vaccine may not be standard (read inactivation on their vaccines and another way is possible but would take time, again Brazil has objected, but India hasn t till date.) What also has been interesting is the homegrown B.1.617 lineage or known as double mutant . This was first discovered from my own state, Maharashtra and then transported around the world. There is also B.1.618 which was found in West Bengal and is same or supposed to be similar to the one found in South Africa. This one is known as Triple mutant . About B.1.618 we don t know much other than knowing that it is much more easily transferable, much more infectious. Most countries have banned flights from India and I cannot fault them anyway. Hell, when even our diplomats do not care for procedures to be followed during the pandemic then how a common man is supposed to do. Of course, now for next month, Mr. Modi was supposed to go and now will not attend the G7 meeting. Whether, it is because he would have to face the press (the only Prime Minister and the only Indian Prime Minister who never has faced free press.) or because the Indian delegation has been disinvited, we would never know.

A good article which shares lots of lows with how things have been done in India has been an article by Arundhati Roy. And while the article in itself is excellent and shares a bit of the bitter truth but is still incomplete as so much has been happening. The problem is that the issue manifests in so many ways, it is difficult to hold on. As Arundhati shared, should we just look at figures and numbers and hold on, or should we look at individual ones, for e.g. the one shared in Outlook India. Or the one shared by Dr. Dipshika Ghosh who works in Covid ICU in some hospital

Dr. Dipika Ghosh sharing an incident in Covid Ward

Interestingly as well, while in the vaccine issue, Brazil Anvisa doesn t know what they are doing or the regulator just isn t knowledgeable etc. (statements by various people in GOI, when it comes to testing kits, the same is an approver.)

ICMR/DGCI approving internationally validated kits, Press release.

Twitter In the midst of all this, one thing that many people have forgotten and seem to have forgotten that Twitter and other tools are used by only the elite. The reason why the whole thing has become serious now than in the first phase is because the elite of India have also fallen sick and dying which was not the case so much in the first phase. The population on Twitter is estimated to be around 30-34 million and people who are everyday around 20 odd million or so, which is what 2% of the Indian population which is estimated to be around 1.34 billion. The other 98% don t even know that there is something like twitter on which you can ask help. Twitter itself is exclusionary in many ways, with both the emoticons, the language and all sorts of things. There is a small subset who does use Twitter in regional languages, but they are too small to write anything about. The main language is English which does become a hindrance to lot of people.

Censorship Censorship of Indians critical of Govt. mishandling has been non-stop. Even U.S. which usually doesn t interfere into India s internal politics was forced to make an exception. But of course, this has been on deaf ears. There is and was a good thread on Twitter by Gaurav Sabnis, a friend, fellow Puneite now settled in U.S. as a professor.

Gaurav on Trump-Biden on vaccination of their own citizens

Now just to surmise what has been happened in India and what has been happening in most of the countries around the world. Most of the countries have done centralization purchasing of the vaccine and then is distributed by the States, this is what we understand as co-operative federalism. While last year, GOI took a lot of money under the shady PM Cares fund for vaccine purchase, donations from well-meaning Indians as well as Industries and trade bodies. Then later, GOI said it would leave the states hanging and it is they who would have to buy vaccines from the manufacturers. This is again cheap politics. The idea behind it is simple, GOI knows that almost all the states are strapped for cash. This is not new news, this I have shared a couple of months back. The problem has been that for the last 6-8 months no GST meeting has taken place as shared by Punjab s Finance Minister Amarinder Singh. What will happen is that all the states will fight in-between themselves for the vaccine and most of them are now non-BJP Governments. The idea is let the states fight and somehow be on top. So, the pandemic, instead of being a public health issue has become something of on which politics has to played. The news on whatsapp by RW media is it s ok even if a million or two also die, as it is India is heavily populated. Although that argument vanishes for those who lose their dear and near ones. But that just isn t the issue, the issue goes much more deeper than that Oxygen:12%
Remedisivir:12%
Sanitiser:12%
Ventilator:12%
PPE:18%
Ambulances 28% Now all the products above are essential medical equipment and should be declared as essential medical equipment and should have price controls on which GST is levied. In times of pandemic, should the center be profiting on those. States want to let go and even want the center to let go so that some relief is there to the public, while at the same time make them as essential medical equipment with price controls. But GOI doesn t want to. Leaders of opposition parties wrote open letters but no effect. What is sad to me is how Ambulances are being taxed at 28%. Are they luxury items or sin goods ? This also reminds of the recent discovery shared by Mr. Pappu Yadav in Bihar. You can see the color of ambulances as shared by Mr. Yadav, and the same news being shared by India TV news showing other ambulances. Also, the weak argument being made of not having enough drivers. Ideally, you should have 2-3 people, both 9-1-1 and Chicago Fire show 2 people in ambulance but a few times they have also shown to be flipped over. European seems to have three people in ambulance, also they are also much more disciplined as drivers, at least an opinion shared by an American expat.

Pappu Yadav, President Jan Adhikar Party, Bihar May 11, 2021

What is also interesting to note is GOI plays this game of Health is State subject and health is Central subject depending on its convenience. Last year, when it invoked the Epidemic and DMA Act it was a Central subject, now when bodies are flowing down the Ganges and pyres being lit everywhere, it becomes a State subject. But when and where money is involved, it again becomes a Central subject. The States are also understanding it, but they are fighting on too many fronts.

Snippets from Karnataka High Court hearing today, 13th March 2021

One of the good things is most of the High Courts have woken up. Many of the people on the RW think that the Courts are doing Judicial activism . And while there may be an iota of truth in it, the bitter truth is that many judges or relatives or their helpers have diagnosed and some have even died due to Covid. In face of the inevitable, what can they do. They are hauling up local Governments to make sure they are accountable while at the same time making sure that they get access to medical facilities. And I as a citizen don t see any wrong in that even if they are doing it for selfish reasons. Because, even if justice is being done for selfish reasons, if it does improve medical delivery systems for the masses, it is cool. If it means that the poor and everybody else are able to get vaccinations, oxygen and whatever they need, it is cool. Of course, we are still seeing reports of patients spending in the region of INR 50k and more for each day spent in hospital. But as there are no price controls, judges cannot do anything unless they want to make an enemy of the medical lobby in the country. A good story on medicines and what happens in rural areas, see no further than Laakhon mein ek.

Allahabad High Court hauling Uttar Pradesh Govt. for lack of Oxygen is equal to genocide, May 11, 2021

The censorship is not just related to takedown requests on twitter but nowadays also any articles which are critical of the GOI s handling. I have been seeing many articles which have shared facts and have been critical of GOI being taken down. Previously, we used to see 404 errors happen 7-10 years down the line and that was reasonable. Now we see that happen, days weeks or months. India seems to be turning more into China and North Korea and become more anti-science day-by-day

Fake websites Before going into fake websites, let me start with a fake newspaper which was started by none other than the Gujarat CM Mr. Modi in 2005 .

Gujarat Satya Samachar 2005 launched by Mr. Modi.

And if this wasn t enough than on Feb 8, 2005, he had invoked Official Secrets Act

Mr. Modi invoking Official Secrets Act, Feb 8 2005 Gujarat Samachar

The headlines were In Modi s regime press freedom is in peril-Down with Modi s dictatorship. So this was a tried and tested technique. The above information was shared by Mr. Urvish Kothari, who incidentally also has his own youtube channel. Now cut to 2021, and we have a slew of fake websites being done by the same party. In fact, it seems they started this right from 2011. A good article on BBC itself tells the story. Hell, Disinfo.eu which basically combats disinformation in EU has a whole pdf chronicling how BJP has been doing it. Some of the sites it shared are

Times of New York
Manchester Times
Times of Los Angeles
Manhattan Post
Washington Herald
and many more. The idea being take any site name which sounds similar to a brand name recognized by Indians and make fool of them. Of course, those of who use whois and other such tools can easily know what is happening. Two more were added to the list yesterday, Daily Guardian and Australia Today. There are of course, many features which tell them apart from genuine websites. Most of these are on shared hosting rather than dedicated hosting, most of these are bought either from Godaddy and Bluehost. While Bluehost used to be a class act once upon a time, both the above will do anything as long as they get money. Don t care whether it s a fake website or true. Capitalism at its finest or worst depending upon how you look at it. But most of these details are lost on people who do not know web servers, at all and instead think see it is from an exotic site, a foreign site and it chooses to have same ideas as me. Those who are corrupt or see politics as a tool to win at any cost will not see it as evil. And as a gentleman Raghav shared with me, it is so easy to fool us. An example he shared which I had forgotten. Peter England which used to be an Irish brand was bought by Aditya Birla group way back in 2000. But even today, when you go for Peter England, the way the packaging is done, the way the prices are, more often than not, people believe they are buying the Irish brand. While sharing this, there is so much of Naom Chomsky which comes to my mind again and again

Caste Issues I had written about caste issues a few times on this blog. This again came to the fore as news came that a Hindu sect used forced labor from Dalit community to make a temple. This was also shared by the hill. In both, Mr. Joshi doesn t tell that if they were volunteers then why their passports have been taken forcibly, also I looked at both minimum wage prevailing in New Jersey as a state as well as wage given to those who are in the construction Industry. Even in minimum wage, they were giving $1 when the prevailing minimum wage for unskilled work is $12.00 and as Mr. Joshi shared that they are specialized artisans, then they should be paid between $23 $30 per hour. If this isn t exploitation, then I don t know what is. And this is not the first instance, the first instance was perhaps the case against Cisco which was done by John Doe. While I had been busy with other things, it seems Cisco had put up both a demurrer petition and a petition to strike which the Court stayed. This seemed to all over again a type of apartheid practice, only this time applied to caste. The good thing is that the court stayed the petition. Dr. Ambedkar s statement if Hindus migrate to other regions on earth, Indian caste would become a world problem given at Columbia University in 1916, seems to be proven right in today s time and sadly has aged well. But this is not just something which is there only in U.S. this is there in India even today, just couple of days back, a popular actress Munmun Dutta used a casteist slur and then later apologized giving the excuse that she didn t know Hindi. And this is patently false as she has been in the Bollywood industry for almost now 16-17 years. This again, was not an isolated incident. Seema Singh, a lecturer in IIT-Kharagpur abused students from SC, ST backgrounds and was later suspended. There is an SC/ST Atrocities Act but that has been diluted by this Govt. A bit on the background of Dr. Ambedkar can be found at a blog on Columbia website. As I have shared and asked before, how do we think, for what reason the Age of Englightenment or the Age of Reason happened. If I were a fat monk or a priest who was privileges, would I have let Age of Enlightenment happen. It broke religion or rather Church which was most powerful to not so powerful and that power was more distributed among all sort of thinkers, philosophers, tinkers, inventors and so on and so forth.

Situation going forward I believe things are going to be far more complex and deadly before they get better. I had to share another term called Comorbidities which fortunately or unfortunately has also become part of twitter lexicon. While I have shared what it means, it simply means when you have an existing ailment or condition and then Coronavirus attacks you. The Virus will weaken you. The Vaccine in the best case just stops the damage, but the damage already done can t be reversed. There are people who advise and people who are taking steroids but that again has its own side-effects. And this is now, when we are in summer. I am afraid for those who have recovered, what will happen to them during the Monsoons. We know that the Virus attacks most the lungs and their quality of life will be affected. Even the immune system may have issues. We also know about the inflammation. And the grant that has been given to University of Dundee also has signs of worry, both for people like me (obese) as well as those who have heart issues already. In other news, my city which has been under partial lockdown since a month, has been extended for another couple of weeks. There are rumors that the same may continue till the year-end even if it means economics goes out of the window.There is possibility that in the next few months something like 2 million odd Indians could die

The above is a conversation between Karan Thapar and an Oxford Mathematician Dr. Murad Banaji who has shared that the under-counting of cases in India is huge. Even BBC shared an article on the scope of under-counting. Of course, those on the RW call of the evidence including the deaths and obituaries in newspapers as a narrative . And when asked that when deaths used to be in the 20 s or 30 s which has jumped to 200-300 deaths and this is just the middle class and above. The poor don t have the money to get wood and that is the reason you are seeing the bodies in Ganges whether in Buxar Bihar or Gajipur, Uttar Pradesh. The sights and visuals makes for sorry reading

Pandit Ranjan Mishra son on his father s death due to unavailability of oxygen, Varanasi, Uttar Pradesh, 11th May 2021.

For those who don t know Pandit Ranjan Mishra was a renowned classical singer. More importantly, he was the first person to suggest Mr. Modi s name as a Prime Ministerial Candidate. If they couldn t fulfil his oxygen needs, then what can be expected for the normal public.

Conclusion Sadly, this time I have no humorous piece to share, I can however share a documentary which was shared on Feluda . I have shared about Feluda or Prodosh Chandra Mitter a few times on this blog. He has been the answer of James Bond from India. I have shared previously about The Golden Fortress . An amazing piece of art by Satyajit Ray. I watched that documentary two-three times. I thought, mistakenly that I am the only fool or fan of Feluda in Pune to find out that there are people who are even more than me. There were so many facets both about Feluda and master craftsman Satyajit Ray that I was unaware about. I was just simply amazed. I even shared few of the tidbits with mum as well, although now she has been truly hooked to Korean dramas. The only solace from all the surrounding madness. So, if you have nothing to do, you can look up his books, read them and then see the movies. And my first recommendation would be the Golden Fortress. The only thing I would say, do not have high hopes. The movie is beautiful. It starts slow and then picks up speed, just like a train. So, till later. Update The Mass surveillance part I could not do justice do hence removed it at the last moment. It actually needs its whole space, article. There is so much that the Govt. is doing under the guise of the pandemic that it is difficult to share it all in one article. As it is, the article is big

# getfattr -d -m - /etc/fstab 
getfattr: Removing leading '/' from absolute path names
# file: etc/fstab
security.evm=0sAwICqGOsfwCAvgE9y9OP74QxJ/I+3eOSF2n2dM51St98z/7LYHFd9rfGTvssvhTSYL9G8cTdRAH8ozggJu7VCzggW1REoTjnLcPeuMJsrMbW3DwVrB6ldDmJzyenLMjnIHmRDDeK309aRbLVn2ueJZ07aMDcSr+sxhOOAQ/GIW4SW8L1AKpKn4g=
security.ima=0sAT+Eivfxl+7FYI+Hr9K4sE6IieZ+
security.selinux="system_u:object_r:etc_t:s0"

• [1] https://wiki.gentoo.org/wiki/Extended_Verification_Module

ffmpeg ... --filter_complex "some arg with spaces" ...

filterarg='--filter_complex "some arg with spaces"'
...
ffmpeg $someargs $filterarg ...

#!/bin/bash
for i in "$@" ; do
  echo "=== $i"
done

#!/bin/bash
# Variant 1 - NOT WORKING
myargs='-filter_complex "arg with space"'
show_arguments $myargs

=== -filter_complex
=== "arg
=== with
=== space"

#!/bin/bash
# Variant 2 - WORKING
declare -a myargs
myargs=(-filter_complex "arg with space")
show_arguments "$ myargs[@] "

=== -filter_complex
=== arg with space

• Principles in Machine Learning
• Principles in Machine Learning /2
• Occam s Razor Principle of Parsimony
• Simple Models
• Computational Learning Theory
• Probably Approximately Correct Learning (PAC Learning) /1
• Probably Approximately Correct Learning (PAC Learning) /2
• PAC Learnable Examples
• VC Dimension (Vapnik-Chervonenkis-Dimension )
• VC Dimension Example
• Error Bounds and the VC Dimension
• No Free Lunch
• No Free Lunch Theorem
• No Free Lunch Theorem Explanation
• Bias-Variance Tradeoff
• Bias-Variance Tradeoff
• Bias vs. Variance
• Bias-Variance Decomposition
• Bias-Variance Illustration
• Different Kinds of Bias
• Data Often Has Bias
• AI Can Be Sexist and Racist
• Relationships

• Correlation does not Imply Causation
• Correlation does not Imply Causation /2
• Correlation does not Imply Causation /3
• Correlation with Statistics Classes
• Multiple Testing Problem
• Bonferroni s Principle Multiple Testing Problem
• Multiple Testing Problem

• Overfitting
• Underfitting and Overfitting
• Overfitting Decision Tree
• Overfitting Due to Noise
• Overfitting Due to Insufficient Examples

• Curse of Dimensionality
• Combinatorial Explosion
• Concentration of Distances
• Data is in the Margins
• Illustration: Shrinking Hyperspheres
• Illustration: Shrinking Hyperspheres /2
• Effect on Search in High Dimensionality
• Summary

• Intrinsic Dimensionality
• Estimating Intrinsic Dimensionality
• Angle-Based Intrinsic Dimensionality Intuition
• Angle-Based Intrinsic Dimensionality (ABID) /2
• Consequences & Solutions

• Distance Functions
• Distances, Metrics and Similarities
• Distances, Metrics and Similarities /2
• Distance Functions
• Distance Functions /2
• Similarity Functions
• Distances for Binary Data
• Jaccard Coefficient for Sets
• Example Distances for Categorical Data
• Mahalanobis Distance
• Scaling & Normalization
• To Scale, or not to Scale?
• To Scale, or not to Scale? /2

• Classification
• Prediction Problems
• Classification: A Multi-Stage Process
• Classification Problem
• Example
• Process of Constructing a Model
• Process of Applying the Model

• Evaluation and Selection of Classifiers
• Quick Recap: Classification
• Classifier Evaluation: Confusion Matrix
• Classifier Evaluation: Accuracy and Error-Rate
• Precision, Recall, and F-measure
• Classifier Evaluation: Multi-Class Confusion Matrix
• Training Accuracy vs. Accuarcy on New Data
• The Need for Validation
• Holdout Validation
• Cross-Validation
• Bootstrap Validation
• Considerations for Selecting a Model

• Bayesian Classification
• Bayes Classification: Motivation
• Bayes Theorem: Review
• Optimal Bayes Classifier
• Na ve Bayes Classifier
• Probability Models for a Single Attribute
• Multivariate Gaussian Bayes Classification
• Na ve Bayes Classifier: Example
• Na ve Bayes Classifier: Computational Aspects
• Na ve Bayes Classifier: Comments & Discussion

• Nearest-Neighbor Classification
• Nearest Neighbor Classifier Motivation
• Nearest Neighbor Classifier: Foundations
• Nearest Neighbor Classifier: Example
• Nearest Neighbor Classification: Example
• Nearest Neighbor Decision Rules

• Nearest-Neighbor as Density estimation
• Nearest Neighbor Classification and Density Estimation
• Predicting with Kernel Density Estimation with k=1,3,5,15
• Error Probability of Nearest Neighbors
• Nearest Neighbor Regression
• Nearest-Neighbor Classification: Comments & Discussion

• Decision Tree Learning
• Example (Variant of a Dataset in )
• Decision Tree Example
• Decision Trees as Rule-based Systems
• Basic Notions
• Constructing a Decision Tree /1
• Visual Interpretation of Decision Trees on R
• Constructing a Decision Tree /2
• Decision Tree Classification: Example

• Decision Tree Splitting
• Split for Categorical Attributes
• Split for Numeric Attributes
• Best Split Example
• Quality Measures for Splits
• Measure of Impurity: Gini Index
• Gini-Index: Example
• Information Gain
• Information Gain: Example
• Information Gain: Gain-Ratio
• Gain-Ratio: Beispiel
• Classification Error
• Gini, Entropy and Classification Error
• Comparing Split Selection Measures
• Splits for Numerical Attributes

• Ensembles and Meta-Learning
• Ensembles and Meta-Learning
• Error-Rate of Ensembles
• Random Forests
• Boosting
• Random Forest Classification: Example
• Gradient Boosting Classification: Example

• Support Vector Machine Motivation
• Support Vector Machines
• Support Vector Machines /2
• Finding the Best Separating Hyperplane
• Maximum Margin Hyperplane

• Affine Hyperplanes and Scalar Products
• Affine Hyperplanes
• Scalar Products
• Affine Hyperplanes /2

• Maximum Margin Hyperplane
• A Na ve Attempt
• Support Vectors Separable Data
• Computing the Maximum Margin Hyperplane (MMH)
• Computing the Maximum Margin Hyperplane (MMH) /2
• Boundary of the Maximum Margin Hyperplane (MMH)
• Deriving the Primal SVM Optimization Problem

• Training Support Vector Machines
• Optimization Problem
• Karush-Kuhn-Tucker KKT Conditions
• Switching to the Dual Problem
• Classification with the Dual SVM
• Optimizing the i
• Optimizing SVMs
• Sequential Minimal Optimization
• Further Improvements

• Non-linear SVM and the Kernel Trick
• Nonlinear SVM
• Nonlinear SVM /2
• Kernel Functions
• Soft Margin SVM Classifier
• Soft Margin SVM Classifier /2
• Soft Margin SVM Classifier /3
• Soft Margin SVM Classifier /4

• SVM Extensions and Conclusions
• Separation of more than 2 Classes
• Support Vector Regression
• Support Vector Regression Optimization Problem
• Support Vector Regression Dual
• Support Vector Data Description (SVDD)
• SVDD Dual Problem
• Support Vector Clustering
• SVMs: Comments & Discussion

• Neural Networks
• Biological Background (Simplified)
• Biological Background (Simplified) /2

• Threshold Logic Units
• Threshold Logic Units (TLUs)
• Threshold Logic Units Example
• Geometric Interpretation of TLUs
• Exclusive-Or (XOR) Problem
• Exclusive-Or (XOR) Problem /2
• Exclusive-Or (XOR) Problem /3
• Universality of TLUs
• Mark I Perceptron

• General Artificial Neural Networks
• Simplifying Threshold Logic Units
• Weight Matrices
• From TLUs to Multilayer Perceptrons
• Some Activation Functions
• Some Activation Functions /2
• Some Activation Functions /3
• Some Activation Functions /4

• Learning Neural Networks with Backpropagation
• Basic Gradient Descent
• Stochastic Gradient Descent
• Learning Single-Layer Perceptrons
• Backpropagation
• Training with Backpropagation

• Deep Neural Networks
• Universal Approximation Theorem
• Deep vs. Wide Neural Networks
• High vs. Low Dimensionality
• (Early) Problems of Deep Learning
• Autoencoders
• Layer-wise Pre-Training of Deep Neural Networks
• Dropout Regularization
• Batch Normalization
• Choosing Activation Functions

• Convolutional Neural Networks
• Depth vs. Convolutional Kernel Size
• Increasing the Training Data

• Recurrent Neural Networks
• Recurrent Neural Networks (RNNs) on Sequences
• Recurrent Neural Networks (RNN)
• Long-Short Term Memory (LSTM)
• Further Developments

• Conclusion
• Other Classifiers
• Problems of Classification

• Cluster Analysis Introduction
• What is Clustering?
• What is Clustering? /2
• Applications of Clustering
• Basic Steps for Clustering

• Hierarchical Agglomerative Clustering
• Distance of Clusters
• AGNES Agglomerative Nesting
• AGNES Agglomerative Nesting /2
• Extracting Clusters from a Dendrogram
• Benefits and Limitations of HAC

• Accelerating Hierarchical Clustering
• Complexity of Hierarchical Clustering
• Anderberg s Caching
• AGNES vs. Anderberg , NNChain , SLINK
• Example: Hierarchical Clustering with Anderberg

• K-means Clustering
• The Sum of Squares Objective
• The Standard Algorithm (Lloyd s Algorithm)
• Non-determinism & Non-optimality
• Initialization
• Initialization /2
• Complexity of k-Means Clustering

• Accelerating k-Means Clustering
• k-Means++: Weighted Random Initialization
• Making k-means Faster
• Bounding the Distances Elkan and Hamerly
• Hamerly s k-means
• Example: k-Means Clustering with Hamerly s Algorithm
• Speedup with Hamerly, Elkan, and Exponion

• Limitations of k-Means Clustering
• Benefits and Drawbacks of k-Means
• Choosing the Optimum k for k-Means
• Limitations of k-Means

• Extensions of k-Means Clustering
• k-Means and Distances
• k-Means Minimizes Sum of Squares, not Euclidean Distance!
• k-Means Variations for Other Distances
• Spherical k-Means for Text Clustering
• Pre-processing and Post-processing

• Partitioning Around Medoids (k-Medoids)
• k-medoids Clustering
• Partitioning Around Medoids
• Algorithm: Partitioning Around Medoids
• Algorithm: Partitioning Around Medoids /2
• Change in TD
• Finding the Best Swap Faster
• k-Medoids, k-Means style
• Example for the Inferiority of k-Means Style k-Medoids

• Gaussian Mixture Modeling Introduction
• Expectation-Maximization in Clustering
• Fitting Multiple Gaussian Distributions
• Gaussian Mixture Modeling as E-M-Optimization
• Algorithm: EM Clustering
• Numerical Issues in GMM

• Gaussian Mixture Modeling Demo

• BIRCH and BETULA
• BIRCH Clustering
• BIRCH Clustering Features
• BIRCH Distances
• BIRCH CF-Tree
• BETULA Cluster Features
• BETULA Distance Computations
• Accelerating k-Means with BIRCH and BETULA
• Accelerating GMM with BETULA

• Motivation Density-Based Clustering
• Density-based Clustering: Core Idea

• Density-Based Clustering Fundamentals
• Density-based Clustering: Foundations
• Density-based Clustering: Foundations /2
• Density-based Clustering: Foundations /3
• Density-reachability and Density-connectivity
• Density-reachability

• DBSCAN
• Clustering Approach
• Abstract DBSCAN Algorithm
• DBSCAN Algorithm
• DBSCAN Algorithm /2
• DBSCAN Algorithm /3
• DBSCAN in Context

• DBSCAN Parameterization
• Choosing DBSCAN parameters
• Choosing DBSCAN parameters /2
• Choosing DBSCAN parameters /3

• DBSCAN Extensions
• Generalized Density-based Clustering
• Grid-based Accelerated DBSCAN
• Anytime Density-Based Clustering (AnyDBC)
• Hierarchical DBSCAN* (HDBSCAN*)
• Improved DBSCAN Variations

• OPTICS Clustering
• Density-based Hierarchical Clustering
• Density-based Hierarchical Clustering /2
• OPTICS Clustering
• Cluster Order
• OPTICS Algorithm

• Cluster Extraction from OPTICS Plots
• OPTICS Reachability Plots
• Extracting Clusters from OPTICS Reachability Plots
• Role of the Parameters and minPts

• Understanding the OPTICS Cluster Order
• Properties of the OPTICS Cluster Order
• Cluster Order as Serialized Spanning Tree
• OPTICS as Density Spanning Trees
• Cluster Order to Dendrograms

• Spectral Clustering
• Minimum Cuts
• Graph Laplacian
• From Clustering Graphs to Clustering Data
• Spectral Clustering
• Spectral Clustering is Related to DBSCAN

• Biclustering and Subspace Clustering
• Biclustering & Subspace Clustering
• Bicluster Patterns
• Density-based Subspace Clustering
• Subspace Clustering with Apriori-Style Search
• Correlation Clustering
• 4C: Computing Correlation Connected Clusters
• Hough Transform
• CASH: Robust Clustering in Arbitrarily Oriented Subspaces

• Further Clustering Approaches
• CURE Clustering
• ROCK Clustering
• CHAMELEON
• Affinity Propagation Clustering
• Other Density-based Clustering Algorithms
• Further Clustering Approaches

screenshot showing power consumption of server

• Friendica (MariaDB): 31 GB for 700 users
• Mastodon (PostgreSQL): 15 GB for 1000 users
• Matrix-Synapse (PostgreSQL): 5 GB for 1 user
• XMPP (PostgreSQL): 0.4 GB for 200 users

• Webserver VM (Matrix, Friendica & Mastodon): 13410130 s / 130%
• XMPP VM: 944275 s / 5.4%

• Friendica: 11575 lines
• Matrix: 8174 lines
• Mastodon: 3212 lines

Why a status page The first step in setting up a service page was to realize we needed one in the first place. I surveyed internal users at the end of 2020 to see what could be improved, and one of the suggestions that came up was to "document downtimes of one hour or longer" and generally improve communications around monitoring. The latter is still on the sysadmin roadmap, but a status page seemed like a good solution for the former. We already have two monitoring tools in the sysadmin team: Icinga (a fork of Nagios) and Prometheus, with Grafana dashboards. But those are hard to understand for users. Worse, they also tend to generate false positives, and don't clearly show users which issues are critical. In the end, a manually curated dashboard provides important usability benefits over an automated system, and all major organisations have one.

Picking the right tool It wasn't my first foray in status page design. In another life, I had setup a status page using a tool called Cachet. That was already a great improvement over the previous solutions, which were to use first a wiki and then a blog to post updates. But Cachet is a complex Laravel app, which also requires a web browser to update. It generally requires more maintenance than what we'd like, needing silly things like a SQL database and PHP web server. So when I found cstate, I was pretty excited. It's basically a theme for the Hugo static site generator, which means that it's a set of HTML, CSS, and a sprinkle of Javascript. And being based on Hugo means that the site is generated from a set of Markdown files and the result is just plain HTML that can be hosted on any web server on the planet.

Deployment At first, I wanted to deploy the site through GitLab CI, but at that time we didn't have GitLab pages set up. Even though we do have GitLab pages set up now, it's not (yet) integrated with our mirroring infrastructure. So, for now, the source is hosted and built in our legacy git and Jenkins services. It is nice to have the content hosted in a git repository: sysadmins can just edit Markdown in the git repository and push to deploy changes, no web browser required. And it's trivial to setup a local environment to preview changes:

hugo serve --baseUrl=http://localhost/
firefox https://localhost:1313/

Only the sysadmin team and gitolite administrators have access to the repository, at this stage, but that could be improved if necessary. Merge requests can also be issued on the GitLab repository and then pushed by authorized personnel later on, naturally.

Availability One of the concerns I have is that the site is hosted inside our normal mirror infrastructure. Naturally, if an outage occurs there, the site goes down. But I figured it's a bridge we'll cross when we get there. Because it's so easy to build the site from scratch, it's actually trivial to host a copy of the site on any GitLab server, thanks to the .gitlab-ci.yml file shipped (but not currently used) in the repository. If push comes to shove, we can just publish the site elsewhere and point DNS there. And, of course, if DNS fails us, then we're in trouble, but that's the situation anyway: we can always register a new domain name for the status page when we need to. It doesn't seem like a priority at the moment. Comments and feedback are welcome!

---

This article was first published on the Tor Project Blog.

remotes/private/attic/novena                    822ca2bb add letter i sent to novena, never published
remotes/private/attic/secureboot                de09d82b quick review, add note and graph
remotes/private/attic/wireguard                 5c5340d1 wireguard review, tutorial and comparison with alternatives
remotes/private/backlog/dat                     914c5edf Merge branch 'master' into backlog/dat
remotes/private/backlog/packet                  9b2c6d1a ham radio packet innovations and primer
remotes/private/backlog/performance-tweaks      dcf02676 config notes for http2
remotes/private/backlog/serverless              9fce6484 postponed until kubecon europe
remotes/private/fin/cost-of-hosting             00d8e499 cost-of-hosting article online
remotes/private/fin/kubecon                     f4fd7df2 remove published or spun off articles
remotes/private/fin/kubecon-overview            21fae984 publish kubecon overview article
remotes/private/fin/kubecon2018                 1edc5ec8 add series
remotes/private/fin/netconf                     3f4b7ece publish the netconf articles
remotes/private/fin/netdev                      6ee66559 publish articles from netdev 2.2
remotes/private/fin/pgp-offline                 f841deed pgp offline branch ready for publication
remotes/private/fin/primes                      c7e5b912 publish the ROCA paper
remotes/private/fin/runtimes                    4bee1d70 prepare publication of runtimes articles
remotes/private/fin/token-benchmarks            5a363992 regenerate timestamp automatically
remotes/private/ideas/astropy                   95d53152 astropy or python in astronomy
remotes/private/ideas/avaneya                   20a6d149 crowdfunded blade-runner-themed GPLv3 simcity-like simulator
remotes/private/ideas/backups-benchmarks        fe2f1f13 review of backup software through performance and features
remotes/private/ideas/cumin                     7bed3945 review of the cumin automation tool from WM foundation
remotes/private/ideas/future-of-distros         d086ca0d modern packaging problems and complex apps
remotes/private/ideas/on-dying                  a92ad23f another dying thing
remotes/private/ideas/openpgp-discovery         8f2782f0 openpgp discovery mechanisms (WKD, etc), thanks to jonas meurer
remotes/private/ideas/password-bench            451602c0 bruteforce estimates for various password patterns compared with RSA key sizes
remotes/private/ideas/prometheus-openmetrics    2568dbd6 openmetrics standardizing prom metrics enpoints
remotes/private/ideas/telling-time              f3c24a53 another way of telling time
remotes/private/ideas/wallabako                 4f44c5da talk about wallabako, read-it-later + kobo hacking
remotes/private/stalled/bench-bench-bench       8cef0504 benchmarking http benchmarking tools
remotes/private/stalled/debian-survey-democracy 909bdc98 free software surveys and debian democracy, volunteer vs paid work

Attic Those are articles that I thought about, then finally rejected, either because it didn't seem worth it, or my editors rejected it, or I just moved on:

• novena: the project is ooold now, didn't seem to fit a LWN article. it was basically "how can i build my novena now" and "you guys rock!" it seems like the MNT Reform is the brain child of the Novena now, and I dare say it's even cooler!
• secureboot: my LWN editors were critical of my approach, and probably rightly so - it's a really complex subject and I was probably out of my depth... it's also out of date now, we did manage secureboot in Debian
• wireguard: LWN ended up writing extensive coverage, and I was biased against Donenfeld because of conflicts in a previous project

Backlog Those were articles I was planning to write about next.

• dat: I already had written Sharing and archiving data sets with Dat, but it seems I had more to say... mostly performance issues, beaker, no streaming, limited adoption... to be investigated, I guess?
• packet: a primer on data communications over ham radio, and the cool new tech that has emerged in the free software world. those are mainly notes about Pat, Direwolf, APRS and so on... just never got around to making sense of it or really using the tech...
• performance-tweaks: "optimizing websites at the age of http2", the unwritten story of the optimization of this website with HTTP/2 and friends
• serverless: god. one of the leftover topics at Kubecon, my notes on this were thin, and the actual subject, possibly even thinner... the only lie worse than the cloud is that there's no server at all! concretely, that's a pile of notes about Kubecon which I wanted to sort through. Probably belongs in the attic now.

Fin Those are finished articles, they were published on my website and LWN, but the branches were kept because previous drafts had private notes that should not be published.

Ideas

• astropy: "Python in astronomy" - had a chat with saimn while writing about sigal, and it turns out he actually works on free software in astronomy, in Python... I actually expect LWN to cover this sooner than later, after Lee Phillips's introduction to SciPy
• avaneya: crowdfunded blade-runner-themed GPLv3 simcity-like simulator, i just have that link so far
• backups-benchmarks: review of backup software through performance and features, possibly based on those benchmarks, maybe based on this list from restic although they refused casync. benchmark articles are hard though, especially when you want to "cover them all"... I did write a silly Attic vs Bup back when those programs existed (2014), in a related note...
• ideas/cumin: review of the Cumin automation tool from WikiMedia Foundation... I ended up using the tool at work and writing service documentation for it
• ideas/future-of-distros: modern packaging problems and complex apps, starting from this discussion about the removal of Dolibarr from Debian, a summary of the thread from liw, and ideas from joeyh (now from the outside of Debian), then debates over the power of FTP masters - ugh, glad I didn't step in that rat's nest
• ideas/on-dying: "what happens when a hacker dies?" rather grim subject, but a more and more important one... joeyh has ideas again, phk as well, then there's a protocol for dying (really grim)... then there are site policies like GitHub, Facebook, etc... more in the branch, but that one I can't help but think about now that family has taken a bigger place in my life...
• ideas/openpgp-discovery: OpenPGP discovery mechanisms (WKD, etc), suggested by Jonas Meurer (somewhere?), only links to Mailveloppe, LEAP, WKD (or is it WKS?), another standard, probably would need to talk about OpenPGP CA now and how Debian and Tor manage their keyrings... pain in the back.
• ideas/password-bench: bruteforce estimates for various password patterns compared with RSA key sizes, spinoff of my smartcard article, in the crypto-bench, look at this shiny graph, surely that must mean an article, right?
• ideas/prometheus-openmetrics: "Evolving the Prometheus exposition format into a standard", seems like this happened
• ideas/telling-time: telling time to users is hard. xclock vs ttyclock, etc. maybe gameclock and undertime as well? syncing time is hard, but it turns out showing it is non trivial as well... basically turning this bug report into an article. for some reason I linked to this meme, derived from this meme, presumably a premonition of my stupid idea of writing undertime TIMEZONES!
• ideas/wallabako: "talk about wallabako, read-it-later + kobo hacking", that's it, not even a link to the project!

A lot of those branches were actually just an empty commit, with the commitlog being the "pitch", more or less. I'd send that list to my editors, sometimes with a few more links (basically the above), and they would nudge me one way or the other. Sometimes they would actively discourage me to write about something, and I would do it anyways, send them a draft, and they would patiently make me rewrite it until it was a decent article. This was especially hard with the terminal emulator series, which took forever to write and even got my editors upset when they realized I had never installed Fedora (I ended up installing it, and I was proven wrong!)

Stalled Oh, and then there's those: those are either "ideas" or "backlog" that got so far behind that I just moved them out of the way because I was tired of seeing them in my list.

• stalled/bench-bench-bench benchmarking http benchmarking tools, a horrible mess of links, copy-paste from terminals, and ideas about benchmarking... some of this trickled out into this benchmarking guide at Tor, but not much more than the list of tools
• stalled/debian-survey-democracy: "free software surveys and Debian democracy, volunteer vs paid work"... A long standing concern of mine is that all Debian work is supposed to be volunteer, and paying explicitly for work inside Debian has traditionally been frowned upon, even leading to serious drama and dissent (remember Dunc-Tank)? back when I was writing for LWN, I was also doing paid work for Debian LTS. I also learned that a lot (most?) Debian Developers were actually being paid by their job to work on Debian. So I was confused by this apparent contradiction, especially given how the LTS project has been mostly accepted, while Dunc-Tank was not... See also this talk at Debconf 16. I had hopes that this study would show the "hunch" people have offered (that most DDs are paid to work on Debian) but it seems to show the reverse (only 36% of DDs, and 18% of all respondents paid). So I am still confused and worried about the sustainability of Debian.

What do you think? So that's all I got. As people might have noticed here, I have much less time to write these days, but if there's any subject in there I should pick, what is the one that you would find most interesting? Oh! and I should mention that you can write to LWN! If you think people should know more about some Linux thing, you can get paid to write for it! Pitch it to the editors, they won't bite. The worst that can happen is that they say "yes" and there goes two years of your life learning to write. Because no, you don't know how to write, no one does. You need an editor to write. That's why this article looks like crap and has a smiley.

UK Railways

How Privatization Fails : Railways

The Above video is by a gentleman called Shaun who basically shared that privatization as far as UK is concerned is nothing but monopolies and while there are complex reasons for the same, the design of the Railways is such that it will always be a monopoly structure. At the most what you can do is have several monopolies but that is all that can happen. The idea of competition just cannot happen. Even the idea that subsidies will be less or/and trains will run on time is far from fact. Both of these facts have been checked and found to be truthful by fullfact.org. It is and argued that UK is small and perhaps it doesn t have the right conditions. It is probably true but still we do deserve to have a glance at the UK railway map.

UK railway map with operators

The above map is copyrighted to Map Marketing where you could see it today . As can be seen above most companies had their own specified areas. Now if you had looked at the facts then you would have seen that UK fares have been higher. In fact, an oldish article from Metro (a UK publication) shares the same. In fact, UK nationalized its railways effectively as many large rail operators were running in red. Even Scotland is set to nationalised back in March 2022. Remember this is a country which hasn t seen inflation go upwards of 5% in nearly a decade. The only outlier was 2011 where they indeed breached the 5% mark. So from this, what we see is Private Gains and Private Gains Public Losses perhaps seem fit. But then maybe we didn t use the right example. Perhaps Japan would be better. They have bullet trains while UK is still thinking about it. (HS2).

Japanese Railway Below is the map of Japanese Railway

Railway map of Japan with private ownership courtesy Wikimedia commons

Japan started privatizing its railway in 1987 and to date it has not been fully privatized. And on top of it, amount as much as 24 trillion of the long-term JNR debt was shouldered by the government at the expense of taxpayers of Japan while also reducing almost 1/4th of it employees. To add to it, while some parts of Japanese Railways did make profits, many of them made profits by doing large-scale non-railway business mostly real estate of land adjacent to railway stations. In many cases, it seems this went all the way up to 60% of the revenue. The most profitable has been the Shinkansen though. And while it has been profitable, it has not been without safety scandals over the years, the biggest in recent years was the 2005 Amagasaki derailment. What was interesting to me was the Aftermath, while the Wikipedia page doesn t share much, I had read at the time and probably could be found how a lot of ordinary people stood up to the companies in a country where it is a known fact that most companies are owned by the Yakuza. And this is a country where people are loyal to their corporation or company no matter what. It is a strange culture to west and also here in India where people change jobs on drop of hat, although nowadays we have record unemployment. So perhaps Japan too does not meet our standard as it doesn t do competition with each other but each is a set monopoly in those regions. Also how much subsidy is there or not is not really transparent.

U.S. Railways Last, but not the least I share the U.S. Railway map. This is provided by A Mr. Tom Alison on reddit on channel maporn. As the thread itself is archived and I do not know the gentleman concerned, nor have taken permission for the map, hence sharing the compressed version

U.S. Railway lines with the different owners

Now the U.S. Railways is and has always been peculiar as unlike the above two the U.S. has always been more of a freight network. Probably, much of it has to do that in the 1960 s when oil was cheap, the U.S. made zillions of roadways and romanticized the road trip and has been doing it ever since. Also the creation of low-cost airlines definitely didn t help the railways to have more passenger services, in fact the opposite. There are and have been smaller services and attempts of privatization in both New Zealand and Australia and both have been failures. Please see papers in that regard. My simple point is this, as can be seen above, there have been various attempts at privatization of railways and most of them have been a mixed bag. The only one which comes close to what we think as good is Japanese but that also used a lot of public debt which we don t know what will happen on next. Also for higher-speed train services like a bullet train or whatever, you need to direct, no hair pen bends. In fact, a good talk on the topic is the TBD podcast which while it talks about hyperloop, the same questions is and would be asked if were to do in India. Another thing to be kept in mind is that the Japanese have been exceptional builders and this is because they have been forced to. They live in a seismically active zone which made Fukushima disaster a reality but at the same time, their buildings are earthquake-resistant. Standard Disclaimer The above is a simplified version of things. I could have added in financial accounts but that again has no set pattern. For e.g. some Railways use accrual, some use cash and some use hybrid. I could have also shared in either the guage or electrification but all have slightly different standards, although uniguage is something that all Railways aspire for and electrification is again something that all Railways want although in many cases it just isn t economically feasible.

Indian Railways Indian Railways itself recently made the move from Cash to Accrual couple of years back. In-between for a couple of years, it was hybrid. The sad part is and was you can now never measure against past performance in the old way because it is so different. Hence, whether the Railways will be making a loss or a profit, we would come to know only much later. Also, most accountants don t know the new system well, so it is gonna take more time, how much unknown. Sadly, what GOI did a few years back is merge the Railway budget into the Union Budget. Of course, the excuse they gave is too many pressures of new trains, while the truth is, by doing this, they decreased transparency about the whole thing. For e.g. for the last few years, the only state which had significant work being done is in U.P. (Uttar Pradesh) and a bit in Goa, although that is has been protested time and again. I being from the neighborly state of Maharashtra , and have been there several times. Now it does feels all like a dream, going to Goa :(.

Covid news Now before I jump on the news, I should share the movie Virus (2019) which was made by the talented Aashiq Abu. Even though, am not a Malayalee, I still have enjoyed many of his movies simply because he is a terrific director and Malayalam movies, at least most of them have English subtitles and lot of original content.. Interestingly, unlike the first couple of times when I saw it a couple of years back. The first time I saw it, I couldn t sleep a wink for a week. Even the next time, it was heavy. I had shared the movie with mum, and even she couldn t see it in one go. It is and was that powerful Now maybe because we are headlong in the pandemic, and the madness is all around us. There are two terms that helped me though understand a great deal of what is happening in the movie, the first term was altered sensorium which has been defined here. The other is saturation or to be more precise oxygen saturation . This term has also entered the Indian twitter lexicon quite a bit as India has started running out of oxygen. Just today Delhi High Court did an emergency hearing on the subject late at night. Although there is much to share about the mismanagement of the center, the best piece on the subject has been by Miss Priya Ramani. Yup, the same lady who has won against M.J. Akbar and this is when Mr. Akbar had 100 lawyers for this specific case. It would be interesting to see what happens ahead. There are however few things even she forgot in her piece, For e.g. reverse migration i.e. from urban to rural migration started again. Two articles from different entities sharing a similar outlook.Sadly, the right have no empathy or feeling for either the poor or the sick. Even the labor minister Santosh Gangwar s statement that around 1.04 crores were the only people who walked back home. While there is not much data, however some work/research has been done on migration to cites that the number could be easily 10 times as much. And this was in the lockdown of last year. This year, again the same issue has re-surfaced and migrants learning lessons started leaving cities. And I m ashamed to say I think they are doing the right thing. Most State Governments have not learned lessons nor have they done any work to earn the trust of migrants. This is true of almost all state Governments. Last year, just before the lockdown was announced, me and my friend spent almost 30k getting a cab all the way from Chennai to Pune, how much we paid for the cab, how much we bribed the various people just so we could cross the state borders to return home to our anxious families. Thankfully, unlike the migrants, we were better off although we did make a loss. I probably wouldn t be alive if I were in their situation as many didn t. That number is still in the air undocumented deaths Vaccine issues Currently, though the issue has been the Vaccine and the pricing of the same. A good article to get a summation of the issues outlined has been shared on Economist. Another article that goes to the heart of the issue is at scroll. To buttress the argument, the SII chairman had shared this few weeks back

Adar Poonawala talking to Vishnu Som on Left, right center, 7th April 2021.

So, a licensee manufacturer wants to make super-profits during the pandemic. And now, as shared above they can very easily do it. Even the quotes given to nearby countries is smaller than the quotes given to Indian states

Prices of AstraZeneca among various states and countries.

The situation around beds, vaccines, oxygen, anything is so dire that people could go to any lengths to save their loved ones. Even if they know if a certain medicine doesn t work. For e.g. Remdesivir, 5 WHO trials have concluded that it doesn t increase mortality. Heck, even AIIMS chief said the same. But both doctors and relatives desperation to cling on hope has made Remdesivir as a black market drug with unoffical prices hovering anywhere between INR 14k/- to INR30k/- per vial. One of the executives of a top firm was also arrested in Gujarat. In Maharashtra, the opposition M.P. came to the rescue of the officials of Bruick pharms in Mumbai. Sadly, this strange affliction to the party in the center is also there in my extended family. At one end, they will heap praise on Mr. Modi, at the same time they can t get wait to get fast out of India. Many of them have settled in horrors of horror Dubai, as it is the best place to do business, get international schools for the young ones at decent prices, cheaper or maybe a tad more than what they paid in Delhi or elsewhere. Being an Agarwal or a Gupta makes it easier to compartmentalize both things. Ease of doing business, 5 days flat to get a business registered, up and running. And the paranoia is still there. They won t talk on the phone about him because they are afraid they may say something which comes back to bite them. As far as their decision to migrate, can t really blame them. If I were 20-25 yeas younger and my mum were in a better shape than she is, we probably would have migrated as well, although would have preferred Europe than anywhere else.

Internet Freedom and Aarogya Setu App.

Internet Freedom had shared the chilling effects of the Aarogya Setu App. This had also been shared by FSCI in the past, and recently had their handle being banned on Twitter. This was also apparent in a legal bail order which the high court judge gave. While I won t go into the merits and demerits of the bail order, it is astounding for the judge to say that the accused, even though he would be on bail install an app. so he can be surveilled. And this is a high court judge, such a sad state of affairs. We seem to be putting up new lows every day when it comes to judicial jurisprudence. One interesting aspect of the whole case was shared by Aishwarya Iyer. She shared a story that she and her team worked on quint which raises questions on the quality of the work done by Delhi Police. This is of course, up to Delhi Police to ascertain the truth of the matter because unless and until they are able to tie in the PMO s office in for a leak or POTUS s office it hardly seems possible. For e.g. the dates when two heads of state can meet each other would be decided by the secretaries of the two. Once the date is known, it would be shared with the press while at the same time some sort of security apparatus would kick in place. It is incumbent, especially on the host to take as much care as he can of the guest. We all remember that World War 1 (the war to end all wars) started due to the murder of Archduke Ferdinand.

As nobody wants that, the best way is to make sure that a political murder doesn t happen on your watch. Now while I won t comment on what it would be, it would be safe to assume that it would be z+ security along with higher readiness. Especially if it as somebody as important as POTUS. Now, it would be quite a reach for Delhi Police to connect the two dates. They either will have to get creative with the dates or some other way. Otherwise, with practically no knowledge in the public domain, they can t work in limbo. In either case, I do hope the case comes up for hearing soon and we see what the Delhi Police says and contends in the High Court about the same. At the very least, it would be irritating for them to talk of the dates unless they can contend some mass conspiracy which involves the PMO (and would bring into question the constant vetting done by the Intelligence dept. of all those who work in PMO). And this whole case is to kind of shelter to the Delhi riots which happened in which majorly the Muslims died but their deaths lay unaccounted till date

Conclusion In Conclusion, I would like to share a bit of humor because right now the atmosphere is humorless, both with authoritarian tendencies of the Central Govt. and the mass mismanagement of public health which they now have left to the state to do as they fit. The peice I am sharing is from arre, one of my goto sites whenever I feel low.

New age communication So first, we had email and usenet. As I mentioned above, email was designed with fine intentions. Intentions that make it stand even today, independently. But not everything, back then, was that great either. For example, instant messaging was very closed and centralised then too. Things like: ICQ, MSN, Yahoo Messenger; all were centralized. I wonder if people still have access to their ICQ logs. Not much has chagned in the current day either. We now have domination by: Facebook Messenger, Google Whatever the new marketing term they introdcue, WhatsApp, Telegram, Signal etc. To my knowledge, they are all centralized. Over all this time, I m yet to see a product come up with good (business) intentions, to really empower the end user. In this information age, the most invaluable data is user activity. That s one data everyone is after. If you decline to share that bit of free data in exchange for the free services, mind you, that that free service like Facebook, Google, Instagram, WhatsApp, Truecaller, Twitter; none of it would come to you at all. Try it out. So the reality is that while you may not be valuating the data you offer in exchange correctly, there s a lot that is reaped from it. But still, I think each user has (and should have) the freedom to opt in for these tech giants and give them their personal bit, for free services in return. That is a decent barter deal. And it is a choice that one if free to choose

Retaining my data I m fond of keeping an archive folder in my mailbox. A folder that holds significant events in the form of an email usually, if documented. Over the years, I chose to resort to the email format because I felt it was more reliable in the longer term than any other formats. The next best would be plain text. In my lifetime, I have learnt a lot from the internet; so it is natural that my preference has been with it. Mailing Lists, IRCs, HOWTOs, Guides, Blog posts; all have helped. And over the years, I ve come across hundreds of such content that I d always like to preserve. Now there are multiple ways to preserving data. Like, for example, big tech giants. In most usual cases, your data for your lifetime, should be fine with a tech giant. In some odd scenarios, you may be unlucky if you relied on a service provider that went bankrupt. But seriously, I think users should be fine if they host their data with Microsoft, Google etc; as long as they abide by their policies. There s also the catch of alignment. As the user, you should ensure to align (and transition) with the product offerings of your service provider. Otherwise, what may look constant and always reliable, will vanish in the blink of an eye. I guess Google Plus would be a good example. There was some Google Feed service too. Maybe Google Photos in the near decade future, just like Google Picasa in the previous (or current) decade.

History what is On the topic of retaining information, lets take a small drift. I still admire our ancestors. I don t know what went in their mind when they were documenting events in the form of scriptures, carvings, temples, churches, mosques etc; but one things for sure, they were able to leave a fine means of communication. They are all gone but a large number of those events are evident through the creations that they left. Some of those events have been strong enough that further rulers/invaders have had tough times trying to wipe it out from history. Remember, history is usually not the truth, but the statement to be believed by the teller. And the teller is usually the survivor, or the winner you may call. But still, the information retention techniques were better. I haven t visited, but admire whosoever built the Kailasa Temple, Ellora, without which, we d be made to believe what not by all invaders and rulers of the region. But the majestic standing of the temple, is a fine example of the history and the events that have occured in the past.

Ellora Temple - The majectic carving believed to be carved out of a single stone

Dominance has the power to rewrite history and unfortunately that s true and it has done its part. It is just that in a mere human s defined lifetime, it is not possible to witness the transtion from current to history, and say that I was there then and I m here now, and this is not the reality. And if not dominance, there s always the other bit, hearsay. With it, you can always put anything up for dispute. Because there s no way one can go back in time and produce a fine evidence. There s also a part about religion. Religion can be highly sentimental. And religion can be a solid way to get an agenda going. For example, in India - a country which today consitutionally is a secular country, there have been multiple attempts to discard the belief, that never ever did the thing called Ramayana exist. That the Rama Setu, nicely reworded as Adam s Bridge by who so ever, is a mere result of science. Now Rama, or Hanumana, or Ravana, or Valmiki, aren t going to come over and prove that that is true or false. So such subjects serve as a solid base to get an agenda going. And probably we ve even succeeded in proving and believing that there was never an event like Ramayana or the Mahabharata. Nor was there ever any empire other than the Moghul or the British Empire. But yes, whosoever made the Ellora Temple or the many many more of such creations, did a fine job of making a dent for the future, to know of what the history possibly could also be.

Enough of the drift So, in my opinion, having events documented is important. It d be nice to have skills documented too so that it can be passed over generations but that s a debatable topic. But events, I believe should be documented. And documented in the best possible ways so that its existence is not diminished. A documentation in the form of certain carvings on a rock is far more better than links and posts shared on Facebook, Twitter, Reddit etc. For one, these are all corporate entities with vested interests and can pretext excuse in the name of compliance and conformance. So, for the helpless state and generation I am in, I felt email was the best possible independent form of data retention in today s age. If I really had the resources, I d not rely on digital age. This age has no guarantee of retaining and recording information in any reliable manner. Instead, it is just mostly junk, which is manipulative and changeable, conditionally.

Email and RSS So for my communication, I like to prefer emails over any other means. That doesn t mean I don t use the current trends. I do. But this blog is mostly about penning my desires. And desire be to have communication over email format. Such is the case that for information useful over the internet, I crave to have it formatted in email for archival. RSS feeds is my most common mode of keeping track of information I care about. Not all that I care for is available in RSS feeds but hey such is life. And adaptability is okay. But my preference is still RSS. So I use RSS feeds through a fine software called feed2imap. A software that fits my bill fairly well. feed2imap is:

• An rss feed news aggregator
• Pulls and extracts news feeds in the form of an email
• Can push the converted email over pop/imap
• Can convert all image content to email mime attachment

In a gist, it makes the online content available to me offline in the most admired email format In my mail box, in today s day, my preferred email client is Evolution. It does a good job of dealing with such emails (rss feed items). An image example of accessing the rrs feed item through it is below

RSS News Item through Evolution

The good part is that my actual data is always independent of such MUAs. Tomorrow, as technology - trends - economics evolve, something new would come as a replacement but my data would still be mine.

Mobile trends Trends have shown. Data mobility is a commodity expectation now. As such, I wanted to have something fill in that gap for me. So that I could access my information - which I ve preferred in a format - easily in today s trendy options. I tried multiple options on my current preferred platform of choice for mobiles, i.e. Android. Finally I came across Aqua Mail, which fits in most of my requirements. Aqua Mail does

• Connect to my laptop over imap
• Can sync the requested folders
• Can sync requested data for offlince accessibility
• Can present the synchronized data in a quite flexible and customizable manner, to match my taste
• Has a very extensible User Interface, allowing me to customize it to my taste

Pictures can do a better job of describing my english words.

Aqua Mail Message List Interface

Aqua Mail Message View Normal

Aqua Mail Message View Zoomed - Fit to Screen

All of this done with no dependence on network connectivity, post the sync. And all information is stored is best possible simple format.

Changes in RcppArmadillo version 0.10.4.0.0 (2021-04-12)

• Upgraded to Armadillo release 10.4.0 (Pressure Cooker)
  • faster handling of triangular matrices by log_det()
  • added log_det_sympd() for log determinant of symmetric positive matrices
  • added ARMA_WARN_LEVEL configuration option, to control the degree of emitted warning messages
  • reduced the default degree of warning messages, so that failed decompositions, failed saving/loading, etc, no longer emit warnings
• Apply one upstream corrections for arma::randn draws when using alternative (here R) generator, and arma::randg.

Changes in RcppArmadillo version 0.10.3.0.0 (2021-03-10)

• Upgraded to Armadillo release 10.3 (Sunrise Chaos)
  • faster handling of symmetric positive definite matrices by pinv()
  • expanded .save() / .load() for dense matrices to handle coord_ascii format
  • for out of bounds access, element accessors now throw the more nuanced std::out_of_range exception, instead of only std::logic_error
  • improved quality of random numbers

This post by Dirk Eddelbuettel originated on his Thinking inside the box blog. Please report excessive re-aggregation in third-party for-profit settings.

Brief History

• 17th century: The Kingdom of Sikkim is founded by the Namgyal dynasty and ruled by Buddhist priest-kings known as the Chogyal.
• 1890: Sikkim becomes a princely state of British India.
• 1947: Sikkim continues its protectorate status with the Union of India, post-Indian-independence.
• 1973: Anti-royalist riots take place in front of the Chogyal's palace, by Nepalis seeking greater representation.
• 1975: Referendum leads to the deposition of the monarchy and Sikkim joins India as its 22nd state.

Languages

• Official: English, Nepali, Sikkimese/Bhotia and Lepcha
• Though Hindi and Nepali share the same script (Devanagari), they are not mutually intelligible. Yet, most people in Sikkim can understand and speak Hindi.

Ethnicity

• Nepalis: Migrated in large numbers (from Nepal) and soon became the dominant community
• Bhutias: People of Tibetan origin. Major inhabitants in Northern Sikkim.
• Lepchas: Original inhabitants of Sikkim

Food

• Tibetan/Nepali dishes (mostly consumed during winter)
  • Thukpa: Noodle soup, rich in spices and vegetables. Usually contains some form of meat. Common variations: Thenthuk and Gyathuk
  • Momos: Steamed or fried dumplings, usually with a meat filling.
  • Saadheko: Spicy marinated chicken salad.
  • Gundruk Soup: A soup made from Gundruk, a fermented leafy green vegetable.
  • Sinki : A fermented radish tap-root product, traditionally consumed as a base for soup and as a pickle. Eerily similar to Kimchi.
• While pork and beef are pretty common, finding vegetarian dishes is equally easy.
• Staple: Dal-Bhat with Subzi. Rice is a lot more common than wheat (rice) possibly due to greater carb content and proximity to West Bengal, India s largest producer of Rice.
• Good places to eat in Gangtok
  • Hamro Bhansa Ghar, Nimtho (Nepali)
  • Taste of Tibet
  • Dragon Wok (Chinese & Japanese)

Buddhism in Sikkim

• Bayul Demojong (Sikkim), is the most sacred Land in the Himalayas as per the belief of the Northern Buddhists and various religious texts.
• Sikkim was blessed by Guru Padmasambhava, the great Buddhist saint who visited Sikkim in the 8th century and consecrated the land.
• However, Buddhism is said to have reached Sikkim only in the 17th century with the arrival of three Tibetan monks viz. Rigdzin Goedki Demthruchen, Mon Kathok Sonam Gyaltshen & Rigdzin Legden Je at Yuksom. Together, they established a Buddhist monastery.
• In 1642 they crowned Phuntsog Namgyal as the first monarch of Sikkim and gave him the title of Chogyal, or Dharma Raja.
• The faith became popular through its royal patronage and soon many villages had their own monastery.
• Today Sikkim has over 200 monasteries.

Major monasteries

• Rumtek Monastery, 20Km from Gangtok
• Lingdum/Ranka Monastery, 17Km from Gangtok
• Phodong Monastery, 28Km from Gangtok
• Ralang Monastery, 10Km from Ravangla
• Tsuklakhang Monastery, Royal Palace, Gangtok
• Enchey Monastery, Gangtok
• Tashiding Monastery, 35Km from Ravangla

Reaching Sikkim

• Gangtok, being the capital, is easiest to reach amongst other regions, by public transport and shared cabs.
• By Air:
  • Pakyong (PYG) :
    • Nearest airport from Gangtok (about 1 hour away)
    • Tabletop airport
    • Reserved cabs cost around INR 1200.
    • As of Apr 2021, the only flights to PYG are from IGI (Delhi) and CCU (Kolkata).
  • Bagdogra (IXB) :
    • About 20 minutes from Siliguri and 4 hours from Gangtok.
    • Larger airport with flights to most major Indian cities.
    • Reserved cabs cost about INR 3000. Shared cabs cost about INR 350.
• By Train:
  • New Jalpaiguri (NJP) :
    • About 20 minutes from Siliguri and 4 hours from Gangtok.
    • Reserved cabs cost about INR 3000. Shared cabs from INR 350.
• By Road:
  • NH10 connects Siliguri to Gangtok
  • If you can t find buses plying to Gangtok directly, reach Siliguri and then take a cab to Gangtok.
• Sikkim Nationalised Transport Div. also runs hourly buses between Siliguri and Gangtok and daily buses on other common routes. They re cheaper than shared cabs.
• Wizzride also operates shared cabs between Siliguri/Bagdogra/NJP, Gangtok and Darjeeling. They cost about the same as shared cabs but pack in half as many people in luxury cars (Innova, Xylo, etc.) and are hence more comfortable.

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Gangtok

• Time needed: 1D/1N
• Places to visit:
  • Hanuman Tok
  • Ganesh Tok
  • Tashi View Point [6,800ft]
  • MG Marg
  • Sikkim Zoo
  • Gangtok Ropeway
  • Enchey Monastery
  • Tsuklakhang Palace & Monastery
• Hostels: Tagalong Backpackers (would strongly recommend), Zostel Gangtok
• Places to chill: Travel Cafe, Caf Live & Loud and Gangtok Groove
• Places to shop: Lal Market and MG Marg

Getting Around

• Taxis operate on a reserved or shared basis. In case of the latter, you can pool with other commuters your taxis will pick up and drop en-route.
• Naturally shared taxis only operate on popular routes. The easiest way to get around Gangtok is to catch a shared cab from MG Marg.
• Reserved taxis for Gangtok sightseeing cost around INR 1000-1500, depending upon the spots you d like to see
• Key taxi/bus stands :
  • Deorali stand: For Darjeeling, Siliguri, Kalimpong
  • Vajra stand: For North & East Sikkim (Tsomgo Lake & Nathula)
  • Rumtek taxi: For Ravangla, Pelling, Namchi, Geyzing, Jorethang and Singtam.

Exploring Gangtok on an MTB

• If you'd like to explore Gangtok at your own pace, you could rent a cycle from Hub Outdoor or HillBike. I paid INR 600 for a day at HillBike.
• These are well-maintained geared mountain bikes, so adapting to inclines and declines should be a breeze, even for beginners.
• Cycling down from Ganesh Tok to Tashi View Point is an absolute delight and in my opinion, the best thing you can do in Gangtok.
• While it is a little unconventional and exhausting (uphill stretches), but a 100% recommended unless you ve been skipping leg day
• Pro tip : Make sure you use the right/back brake while decelerating downhill and not the left/front brake.
• Recommended route [3-5hrs, 20.3Km, 1770-2081ft] : Chandmari (HillBike) -> Sera Jhe Dro-Phen-Ling Monastery > Ganesh Tok > Tashi View Point > Bakthung Falls > Vajra Stand > Tsuklakhang Palace & Monastery > Enchey Monastery > Chandmari

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North Sikkim

• The easiest & most economical way to explore North Sikkim is the 3D/2N package offered by shared-cab drivers.
• This includes food, permits, cab rides and accommodation (1N in Lachen and 1N in Lachung)
• The accommodation on both nights are at homestays with bare necessities, so keep your hopes low.
• In the spirit of sustainable tourism, you ll be asked to discard single-use plastic bottles, so please carry a bottle that you can refill along the way.
• Zero Point and Gurdongmer Lake are snow-capped throughout the year

3D/2N Shared-cab Package Itinerary

• Day 1
  • Gangtok (10am) - Chungthang - Lachung (stay)
• Day 2
  • Pre-lunch : Lachung (6am) - Yumthang Valley [12,139ft] - Zero Point - Lachung [15,300ft]
  • Post-lunch : Lachung - Chungthang - Lachen (stay)
• Day 3
  • Pre-lunch : Lachen (5am) - Kala Patthar - Gurdongmer Lake [16,910ft] - Lachen
  • Post-lunch : Lachen - Chungthang - Gangtok (7pm)
• This itinerary is idealistic and depends on the level of snowfall.
• Some drivers might switch up Day 2 and 3 itineraries by visiting Lachen and then Lachung, depending upon the weather.
• Areas beyond Lachen & Lachung are heavily militarized since the Indo-China border is only a few miles away.

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East Sikkim

Zuluk and Silk Route

• Time needed: 2D/1N
• Zuluk [9,400ft] is a small hamlet with an excellent view of the eastern Himalayan range including the Kanchenjunga.
• Was once a transit point to the historic Silk Route from Tibet (Lhasa) to India (West Bengal).
• The drive from Gangtok to Zuluk takes at least four hours. Hence, it makes sense to spend the night at a homestay and space out your trip to Zuluk

Tsomgo Lake and Nathula

• Time Needed : 1D
• A Protected Area Permit is required to visit these places, due to their proximity to the Chinese border
• Tsomgo/Chhangu Lake [12,313ft]
  • Glacial lake, 40 km from Gangtok.
  • Remains frozen during the winter season.
  • You can also ride on the back of a Yak for INR 300
• Baba Mandir
  • An old temple dedicated to Baba Harbhajan Singh, a Sepoy in the 23rd Regiment, who died in 1962 near the Nathu La during Indo China war.
• Nathula Pass [14,450ft]
  • Located on the Indo-Tibetan border crossing of the Old Silk Route, it is one of the three open trading posts between India and China.
  • Plays a key role in the Sino-Indian Trade and also serves as an official Border Personnel Meeting(BPM) Point.
  • May get cordoned off by the Indian Army in event of heavy snowfall or for other security reasons.

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West Sikkim

• Time needed: 3N/1N
• Hostels at Pelling : Mochilerro Ostillo

Itinerary

Day 1: Gangtok - Ravangla - Pelling

• Leave Gangtok early, for Ravangla through the Temi Tea Estate route.
• Spend some time at the tea garden and then visit Buddha Park at Ravangla
• Head to Pelling from Ravangla

Day 2: Pelling sightseeing

• Hire a cab and visit Skywalk, Pemayangtse Monastery, Rabdentse Ruins, Kecheopalri Lake, Kanchenjunga Falls.

Day 3: Pelling - Gangtok/Siliguri

• Wake up early to catch a glimpse of Kanchenjunga at the Pelling Helipad around sunrise
• Head back to Gangtok on a shared-cab
• You could take a bus/taxi back to Siliguri if Pelling is your last stop.

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Darjeeling

• In my opinion, Darjeeling is lovely for a two-day detour on your way back to Bagdogra/Siliguri and not any longer (unless you re a Bengali couple on a honeymoon)
• Once a part of Sikkim, Darjeeling was ceded to the East India Company after a series of wars, with Sikkim briefly receiving a grant from EIC for gifting Darjeeling to the latter
• Post-independence, Darjeeling was merged with the state of West Bengal.

Itinerary

Day 1 :

• Take a cab from Gangtok to Darjeeling (shared-cabs cost INR 300 per seat)
• Reach Darjeeling by noon and check in to your Hostel. I stayed at Hideout.
• Spend the evening visiting either a monastery (or the Batasia Loop), Nehru Road and Mall Road.
• Grab dinner at Glenary whilst listening to live music.

Day 2:

• Wake up early to catch the sunrise and a glimpse of Kanchenjunga at Tiger Hill. Since Tiger Hill is 10km from Darjeeling and requires a permit, book your taxi in advance.
• Alternatively, if you don t want to get up at 4am or shell out INR1500 on the cab to Tiger Hill, walk to the Kanchenjunga View Point down Mall Road
• Next, queue up outside Keventers for breakfast with a view in a century-old cafe
• Get a cab at Gandhi Road and visit a tea garden (Happy Valley is the closest) and the Ropeway. I was lucky to meet 6 other backpackers at my hostel and we ended up pooling the cab at INR 200 per person, with INR 1400 being on the expensive side, but you could bargain.
• Get lunch, buy some tea at Golden Tips, pack your bags and hop on a shared-cab back to Siliguri. It took us about 4hrs to reach Siliguri, with an hour to spare before my train.
• If you ve still got time on your hands, then check out the Peace Pagoda and the Darjeeling Himalayan Railway (Toy Train). At INR 1500, I found the latter to be too expensive and skipped it.

---

Tips and hacks

• Download offline maps, especially when you re exploring Northern Sikkim.
• Food and booze are the cheapest in Gangtok. Stash up before heading to other regions.
• Keep your Aadhar/Passport handy since you need permits to travel to North & East Sikkim.
• In rural areas and some cafes, you may get to try Rhododendron Wine, made from Rhododendron arboreum a.k.a Gurans. Its production is a little hush-hush since the flower is considered holy and is also the National Flower of Nepal.
• If you don t want to invest in a new jacket, boots or a pair of gloves, you can always rent them at nominal rates from your hotel or little stores around tourist sites.
• Check the weather of a region before heading there. Low visibility and precipitation can quite literally dampen your experience.
• Keep your itinerary flexible to accommodate for rest and impromptu plans.
• Shops and restaurants close by 8pm in Sikkim and Darjeeling. Plan for the same.

Carry

• a couple of extra pairs of socks (woollen, if possible)
• a pair of slippers to wear indoors
• a reusable water bottle
• an umbrella
• a power bank
• a couple of tablets of Diamox. Helps deal with altitude sickness
• extra clothes and wet bags since you may not get a chance to wash/dry your clothes
• a few passport size photographs

Shared-cab hacks

• Intercity rides can be exhausting. If you can afford it, pay for an additional seat.
• Call shotgun on the drives beyond Lachen and Lachung. The views are breathtaking.
• Return cabs tend to be cheaper (WB cabs travelling from SK and vice-versa)

Cost

• My median daily expenditure (back when I went to Sikkim in early March 2021) was INR 1350.
• This includes stay (bunk bed), food, wine and transit (shared cabs)
• In my defence, I splurged on food, wine and extra seats in shared cabs, but if you re on a budget, you could easily get by on INR 1 - 1.2k per day.
• For a 9-day trip, I ended up shelling out nearly INR 15k, including 2AC trains to & from Kolkata
• Note : Summer (March to May) and Autumn (October to December) are peak seasons, and thereby more expensive to travel around.

---

Souvenirs and things you should buy

Buddhist souvenirs :

• Colourful Prayer Flags (great for tying on bikes or behind car windshields)
• Miniature Prayer/Mani Wheels
• Lucky Charms, Pendants and Key Chains
• Cham Dance masks and robes
• Singing Bowls
• Common symbols: Om mani padme hum, Ashtamangala, Zodiac signs

Handicrafts & Handlooms

• Tibetan Yak Wool shawls, scarfs and carpets
• Sikkimese Ceramic cups
• Thangka Paintings

Edibles

• Darjeeling Tea (usually brewed and not boiled)
• Wine (Arucha Peach & Rhododendron)
• Dalle Khursani (Chilli) Paste and Pickle

Header Icon made by Freepik from www.flaticon.com is licensed by CC 3.0 BY

Install necessary packages in a VMInstall a throwaway VM with Vagrant.

apt install vagrant vagrant-libvirt
vagrant init debian/testing64

Bump the RAM and CPU of the VM, Kubernetes needs at least 2 gigs and 2 cores.

awk  -i inplace '1;/^Vagrant.configure\("2"\) do \ config/  print "  config.vm.provider :libvirt do  vm   vm.memory=2048 end" ' Vagrantfile
awk  -i inplace '1;/^Vagrant.configure\("2"\) do \ config/  print "  config.vm.provider :libvirt do  vm   vm.cpus=2 end" ' Vagrantfile

Start the VM, login, update the package index.

vagrant up
vagrant ssh
sudo apt update

Install a container engine, here we use docker.io, we could also use containerd (both are packaged in Debian) or cri-o.

sudo apt install --yes --no-install-recommends docker.io curl

Install kubernetes binaries. This will install kubelet, the system service which will manage the containers, and kubectl the user/admin tool to manage the cluster.

sudo apt install --yes kubernetes- node,client  containernetworking-plugins

Although it is not technically mandatory, we will use kubeadm, the most popular installer to create a Kubernetes cluster. Kubeadm is not packaged in Debian, we have to download an upstream binary.

wget https://dl.k8s.io/v1.20.5/kubernetes-server-linux-amd64.tar.gz

sha512sum kubernetes-server-linux-amd64.tar.gz
28529733bf34f5d5b72eabe30a81df98cc7f8e529590f807745cd67986a2c5c3eb86cebc7ecbcfc3df3c50416306e5d150948f2483933ea46c2aebaeb871ea8f  kubernetes-server-linux-arm64.tar.gz

sudo tar --directory=/usr/local/sbin --strip-components 3 -xaf kubernetes-server-linux-amd64.tar.gz kubernetes/server/bin/kubeadm
sudo chmod +x /usr/local/sbin/kubeadm 
sudo kubeadm version
kubeadm version: &version.Info Major:"1", Minor:"20", GitVersion:"v1.20.5", GitCommit:"6b1d87acf3c8253c123756b9e61dac642678305f", GitTreeState:"clean", BuildDate:"2021-03-18T01:08:27Z", GoVersion:"go1.15.8", Compiler:"gc", Platform:"linux/amd64" 

Add a kubelet systemd unit:

RELEASE_VERSION="v0.4.0"
curl -sSL "https://raw.githubusercontent.com/kubernetes/release/$ RELEASE_VERSION /cmd/kubepkg/templates/latest/deb/kubelet/lib/systemd/system/kubelet.service"   sudo tee /etc/systemd/system/kubelet.service
sudo systemctl enable kubelet

and a default config file for kubeadm

RELEASE_VERSION="v0.4.0"
sudo mkdir -p /etc/systemd/system/kubelet.service.d
curl -sSL "https://raw.githubusercontent.com/kubernetes/release/$ RELEASE_VERSION /cmd/kubepkg/templates/latest/deb/kubeadm/10-kubeadm.conf"   sudo tee /etc/systemd/system/kubelet.service.d/10-kubeadm.conf

finally we need to help kubelet find the components needed for container networking

echo 'KUBELET_EXTRA_ARGS="--cni-bin-dir=/usr/lib/cni"'   sudo tee /etc/default/kubelet

Create a clusterInitialize a cluster with kubeadm: this will download container images for the Kubernetes control plane (= the brain of the cluster), and start the containers via the kubelet service. Yes a good part of Kubernetes itself run in containers.

sudo kubeadm init --pod-network-cidr=10.244.0.0/16
...
...
Your Kubernetes control-plane has initialized successfully!

To start using your cluster, you need to run the following as a regular user:

mkdir -p $HOME/.kube
sudo cp -i /etc/kubernetes/admin.conf $HOME/.kube/config
sudo chown $(id -u):$(id -g) $HOME/.kube/config

Follow the instructions from the kubeadm output, and verify you have a single node cluster, with the status NotReady.

kubectl get nodes 
NAME      STATUS     ROLES                  AGE    VERSION
testing   NotReady   control-plane,master   9m9s   v1.20.5

At that point you should also have a bunch of containers running on the node:

sudo docker ps --format ' .Names '
k8s_kube-apiserver_kube-apiserver-testing_kube-system_2711c230d39ccda1e74d1d6386a05cee_0
k8s_POD_kube-apiserver-testing_kube-system_2711c230d39ccda1e74d1d6386a05cee_0
k8s_etcd_etcd-testing_kube-system_4749b1bca3b1a73fd09c8e299d7030fe_0
k8s_POD_etcd-testing_kube-system_4749b1bca3b1a73fd09c8e299d7030fe_0
...

The kubelet service also needs an external network plugin to get the cluster in Ready state.

sudo systemctl status kubelet
...
Mar 28 09:28:43 testing kubelet[9405]: E0328 09:28:43.958059    9405 kubelet.go:2188] Container runtime network not ready: NetworkReady=false reason:NetworkPluginNotReady message:docker: network plugin is not ready: cni config uninitialized

Let s add that network plugin. Download the flannel network plugin definition, and schedule flannel to run on all nodes of your cluster:

wget https://raw.githubusercontent.com/coreos/flannel/master/Documentation/kube-flannel.yml
kubectl apply --filename=kube-flannel.yml

After a dozen of seconds your node should be in ready status.

kubectl get nodes 
NAME      STATUS   ROLES                  AGE   VERSION
testing   Ready    control-plane,master   16m   v1.20.5

Deploy a test applicationOur node is now in Ready status, but we cannot run application on it, since we only have a master node, an administrative node which by default cannot run user applications.

kubectl describe node testing   grep ^Taints
Taints:             node-role.kubernetes.io/master:NoSchedule

Let s allow node testing to run user applications:

kubectl taint node testing node-role.kubernetes.io/master-

Deploy a nginx container:

kubectl run my-nginx-pod --image=docker.io/library/nginx --port=80 --labels="app=http-content" 

Create a Kubernetes service to access this pod externally:

cat service.yaml

apiVersion: v1
kind: Service
metadata:
  name: my-k8s-service
spec:
  type: NodePort
  ports:
    - port: 80
      nodePort: 30000
  selector:
    app: http-content 

kubectl create --filename service.yaml

Access the service via IP adress:

curl 192.168.121.63:30000
...
Thank you for using nginx.

NotesI will try to get this blog post in a Debian Wiki article, or maybe in the kubernetes-node documentation. Blog posts deprecate and disappear, wiki and project docs live longer.