Smartphone user data is hugely valuable at a time like this. Which is why governments all over the world from Israel to South Korea are using aggregated telecom data to try and track how their citizens are moving during this pandemic.
Some are calling this a violation of digital rights. I don't know enough to comment on that specifically, but I do know that the value to society as a whole is clear. It strikes me that if we knew (1) who was infected (you know this by doing widespread testing), (2) where people have been, and (3) where people are today, we would be in a much better position to contain the spread.
To that end, Singapore's Ministry of Health has been publicizing a surprising amount of information regarding its cases. And that data has been in turn made into interactive maps. You can see who is infected, where they live and work, which hospital they were admitted to, and so on. Is this an overshare? Or is this price of collective health and security?
The New York Times has similarly gone and visualized the movement of people and the virus using data from major telecoms, Baidu, and other sources; though in this case it is more of a retrospective view of what went wrong as opposed to a proactive management tool. The argument they make is that Wuhan's lockdown was too little, too late.

According to the NY Times, 175,000 people left Wuhan on January 1st alone. Throughout the month of January, outbound travel from Wuhan accelerated as many started to fear a lockdown. About 7 million people left in January. Where they travelled to can be found here. Would it be too draconian to use this kind of mobile phone data to see who is obeying a lockdown and who is not?
Images: New York Times

The Financial Times published the following chart last night. It shows the cumulative number of COVID-19 cases around the world, across the number of days since the 100th case in that particular country. The message here is that most western countries appear to be on a similar trajectory. (The grey dotted line represents a 33% daily increase.) Whereas in Asia, and in particular Hong Kong and Singapore, they have seemingly managed to slow the spread.

In 1956, Donald Horton and Richard Wohl coined the term parasocial interaction to describe the psychological relationship that people were starting to have with TV personalities. Though radio had already started this phenomenon, the television brought with it an entirely new dimension. People started to really feel as if they knew that person on TV. They had become a friend.
But as Christopher Mims points out in this recent article about loneliness during the coronavirus pandemic, the problem with parasocial interaction is that it's entirely one-sided. It also isn't real: "Sitting around the house watching television, parasocializing with our favorite news anchors or sitcom characters, didn’t confer the same benefits as socializing with real people."
The internet has further enhanced the way we parasocialize. Similar to how TV built on radio, the internet has built on TV. Instead of just scripted television shows, we now have Instagram Stories, TikTok videos, inappropriate Snaps, and many other methods of communication, some of which are maybe a little less scripted.
Of course, we also see our real friends online and those people we know, but never actually spend time with, maintaining only a loose "relationship" via the occasional emoji reaction. Mims argues that this has created a new kind of "mental equivalence." It has become harder for our minds to distinguish between our real friends and our parasocial friends.
Recently, we have all become familiar with terms like "flatten the curve" and "social distancing." But what is clear as we all start isolating ourselves at home -- whether mostly or entirely -- is this: it sucks. Even with all of the tech and social media that we now have available to us, we cannot replace what it's like to give someone a hung, look them in the eyes, and have a meaningful conversation.
That said, the Italians seem to have really mastered this whole self-isolation thing with their balcony orchestras and internet videos like this one here:
https://twitter.com/JamesAALongman/status/1239153242279460864?s=20
Stay strong, friends. Normalcy will return.
Smartphone user data is hugely valuable at a time like this. Which is why governments all over the world from Israel to South Korea are using aggregated telecom data to try and track how their citizens are moving during this pandemic.
Some are calling this a violation of digital rights. I don't know enough to comment on that specifically, but I do know that the value to society as a whole is clear. It strikes me that if we knew (1) who was infected (you know this by doing widespread testing), (2) where people have been, and (3) where people are today, we would be in a much better position to contain the spread.
To that end, Singapore's Ministry of Health has been publicizing a surprising amount of information regarding its cases. And that data has been in turn made into interactive maps. You can see who is infected, where they live and work, which hospital they were admitted to, and so on. Is this an overshare? Or is this price of collective health and security?
The New York Times has similarly gone and visualized the movement of people and the virus using data from major telecoms, Baidu, and other sources; though in this case it is more of a retrospective view of what went wrong as opposed to a proactive management tool. The argument they make is that Wuhan's lockdown was too little, too late.

According to the NY Times, 175,000 people left Wuhan on January 1st alone. Throughout the month of January, outbound travel from Wuhan accelerated as many started to fear a lockdown. About 7 million people left in January. Where they travelled to can be found here. Would it be too draconian to use this kind of mobile phone data to see who is obeying a lockdown and who is not?
Images: New York Times

The Financial Times published the following chart last night. It shows the cumulative number of COVID-19 cases around the world, across the number of days since the 100th case in that particular country. The message here is that most western countries appear to be on a similar trajectory. (The grey dotted line represents a 33% daily increase.) Whereas in Asia, and in particular Hong Kong and Singapore, they have seemingly managed to slow the spread.

In 1956, Donald Horton and Richard Wohl coined the term parasocial interaction to describe the psychological relationship that people were starting to have with TV personalities. Though radio had already started this phenomenon, the television brought with it an entirely new dimension. People started to really feel as if they knew that person on TV. They had become a friend.
But as Christopher Mims points out in this recent article about loneliness during the coronavirus pandemic, the problem with parasocial interaction is that it's entirely one-sided. It also isn't real: "Sitting around the house watching television, parasocializing with our favorite news anchors or sitcom characters, didn’t confer the same benefits as socializing with real people."
The internet has further enhanced the way we parasocialize. Similar to how TV built on radio, the internet has built on TV. Instead of just scripted television shows, we now have Instagram Stories, TikTok videos, inappropriate Snaps, and many other methods of communication, some of which are maybe a little less scripted.
Of course, we also see our real friends online and those people we know, but never actually spend time with, maintaining only a loose "relationship" via the occasional emoji reaction. Mims argues that this has created a new kind of "mental equivalence." It has become harder for our minds to distinguish between our real friends and our parasocial friends.
Recently, we have all become familiar with terms like "flatten the curve" and "social distancing." But what is clear as we all start isolating ourselves at home -- whether mostly or entirely -- is this: it sucks. Even with all of the tech and social media that we now have available to us, we cannot replace what it's like to give someone a hung, look them in the eyes, and have a meaningful conversation.
That said, the Italians seem to have really mastered this whole self-isolation thing with their balcony orchestras and internet videos like this one here:
https://twitter.com/JamesAALongman/status/1239153242279460864?s=20
Stay strong, friends. Normalcy will return.
Now, there are a number of possible explanations for the outliers; everything from stricter quarantine rules to more rigorous testing. There's also an argument that Hong Kong and Singapore were better prepared as a result of the SARS outbreak in 2002. (More on these explanations, here.) But the other factor at play seems to be climate.
A recent study (by Jingyuan Wang, Ke Tang, Kai Feng, and Weifeng Lv) has concluded that, like the flu, the transmission of COVID-19 appears to be significantly impacted by both air temperature and relative humidity. In their research, they looked at the reproductive number (R), or the severity of infectiousness, for all Chinese cities with more than 40 cases between January 21 to 23, 2020. (Large-scale government interventions began on January 24, 2020 and would have therefore skewed the numbers.)

What they found was that for every one degree Celsius increase in temperature and every one degree Celsius increase in relative humidity, the reproductive numbers drop by 0.0383 and 0.0224, respectively. Air temperature, in other words, has more of a positive impact on containing spread than relative humidity -- which feels right. That is also apparent when you look at the above charts. Take note of Korea, Iran, and Italy near the top left corner of the temperature chart.
If you'd like to download a full copy of the research paper, click here.
Now, there are a number of possible explanations for the outliers; everything from stricter quarantine rules to more rigorous testing. There's also an argument that Hong Kong and Singapore were better prepared as a result of the SARS outbreak in 2002. (More on these explanations, here.) But the other factor at play seems to be climate.
A recent study (by Jingyuan Wang, Ke Tang, Kai Feng, and Weifeng Lv) has concluded that, like the flu, the transmission of COVID-19 appears to be significantly impacted by both air temperature and relative humidity. In their research, they looked at the reproductive number (R), or the severity of infectiousness, for all Chinese cities with more than 40 cases between January 21 to 23, 2020. (Large-scale government interventions began on January 24, 2020 and would have therefore skewed the numbers.)

What they found was that for every one degree Celsius increase in temperature and every one degree Celsius increase in relative humidity, the reproductive numbers drop by 0.0383 and 0.0224, respectively. Air temperature, in other words, has more of a positive impact on containing spread than relative humidity -- which feels right. That is also apparent when you look at the above charts. Take note of Korea, Iran, and Italy near the top left corner of the temperature chart.
If you'd like to download a full copy of the research paper, click here.
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