Thursday, December 30, 2021

My Language Philosophy

 "I think I'm just not good at languages."

This sentence, which I hate so much,  came out of my mouth during my sophomore year in high school. I was choosing my classes for junior year, and I had decided to drop French. My high school offered Latin, French and Ancient Greek (yes, that's it), and I had taken the minimum amount of languages - 3 years of Latin, 3 years of French. I wasn't terrible at these classes, but I didn't feel like I had gotten much practicality out of them. 

Fast forward 15 years, and I consistently spend 2 hours a week studying languages. Some of these languages had provided a lot of practicality, such as helping me escape from a remote town after all flights were cancelled. Most importantly they have helped me connect with many people all over the world, creating lots of bidirectional laughs, knowledge exchange and reducing misunderstanding.

I now feel comfortable saying I can speak five languages, though I am insecure about all of them.  I've managed to do all this while possessing no real talent for language acquisition - in fact I believe I possess a below average memory and ear. 

And so I hate it when people say, "I'm not good at languages", especially when they say it in English. It usually betrays the speaker's position of privilege. It doesn't help that often they are ignorant of this privilege. This isn't a view I've found commonplace, but I'll recount how I developed it.

As with this blog, my language story begins in my summer of 2008 in Beijing. I had come into the city alone armed with one introductory year of Mandarin from college. I also had grown up speaking Cantonese, the Chinese language dominant in the south, but that was of limited use in this northern capital. Everything was terrifying at first. Taxi rides would begin with 5 minutes of me trying to say where I wanted to go before the driver would begin driving, and sometimes they never would. I would go everywhere with a notepad and jot it down in English all the points I wanted to express but couldn't and look them up when I got home. Slowly I began to converse, but listening remained very hard. People spoke so fast and the Beijing accent is famous for its slurring of syllables. At first I thought I couldn't understand anything because I didn't know the words. But Chinese is a language with a relatively sparse word domain - a lot of complex concepts involve the bundling of more elemental words. Very often people were saying words that I had learned, I just couldn't recognize them at live speed. I needed to train my ear, listen very attentively, and load up guesses based on context. 

In due time my ear got better and I was able to have conversations by the end of the summer, most commonly to taxi drivers about NBA players. It was a rush, feeling the improvement and being able to accomplish tasks easier and getting compliments. I remember talking to my building staff, who'd seen me progressed all summer, and observing real pleasure in their eyes when I said "慢慢走" at the end of a conversation, a phrase I'd heard dozens of times from service venues. The city slowly deciphered itself as I learned to recognize more characters.

During the Olympics, loads of foreigners came to town and I found myself useful linguistically. I could help people order cabs or ask for directions. Then sitting on the subway, I sat next to a French couple looking at the subway map, clearly trying to figure out where they were. Almost miraculously, though I had always been crap at listening comprehension in my French tests, I could understand them. I told them they were going the right direction and they could transfer in two stops, in French. I realized then how much French vocab I had stored in my brain, accumulated through all the homework and tests, but it was only now when my ear had progressed that I could actually perceive the words in spoken conversation.

Language acquisition is notoriously difficult to measure, and I can't find a definitive research source for it, but by all accounts the majority of the world is at least bilingual. This certainly jibes with my experience, as is the notion that this figure drops to 23% when examining just the United States. Not only is knowing multiple languages the norm in most places but monolingualism is associated with lack of education. Especially in the global south, inability to work in a "major" language can be a major hindrance to societal mobility. For the past two centuries, there has been no language more major than English, and it is amazing how different language acquisition is treated in English-speaking countries. In these highly developed countries, outside of immigrant communities, language acquisition is treated like an elective course. There is no link to economic advancement, and no stigma associated with monolingualism. In fact, it is common and socially acceptable to say the sentence I opened this blog with: "I'm just not good at languages." This educational domain, which is treated like a core human skillset like math or reading in much of the world, is treated with an optional "let's see if they have talent" mentality in the US. While there is a talent component to learning languages, it is not a prerequisite to becoming bilingual! You cannot tell me that every single Dutch or Filipino person is linguistically gifted. This success is due to the national education system and incentives of the citizens.

The lesson is not necessarily in replicating those educational systems. I believe people in English-speaking countries are bad at learning languages because they don't need or care to be, and that this attitude derives from a position of privilege. Learning a language as an adult is difficult, stressful, scary and full of embarrassing moments. You have to accept that you will be mocked and that your brain will feel like mush. And much of the world has to go through this process to enter the global economy. English speakers need not, and that is an immense step up. At this moment in time in the US, I find that privilege is spoken about within a national context, with a perspective of shining light on the struggles some Americans face that other Americans do not. But it needs to be spoken about with a global context, of all the powers that Americans, even Americans that lack privilege locally, have to step into another country without visa-stress and expect other people to understand them. 

This privilege is so pronounced when one lives abroad. The number of English speakers who have been living abroad for years without picking up the local language is astonishing. The legacy of colonialism and the hierarchies of international trade has allowed this to be generally socially acceptable. With this context in mind this, I find it unbelievably hypocritical when English speaking countries attack immigrants for speaking English poorly.

It is true that native English speakers have experiences unique to them that I've written about before, including some that make it more challenging to learn other languages. But the reality is that learning a language is hard for anyone. It takes a ton of time and pain, but it's a challenge that most of the world has accepted is important.

If you are truly interested in global equality, you have to learn at least another language, and preferably a non-Indo European one. Not only is the acquisition process crucial for developing empathy, but post-acquisition one can access knowledge channels outside of the ones colonialism setup. And it's fun and rewarding and useful. 

Personally, I find language learning a permanent part of my life. It is usually not a top priority and so I rarely study intensively, but I have 10 year plans for acquiring new languages (Vietnamese by age 40). Not only is it rewarding to be able to connect with whole new parts of the globe, but new grammatical structures and idioms shed new light on how humans think. Good luck with your language learning.

Wednesday, July 21, 2021

Trying to Follow ⚽ as an American Sports Fan

Expectations matter so much in our enjoyment of life. Enjoyment of an experience seems determined less by the quality of that experience and more by the difference of that quality from our expectation.  Have you ever come out of a concert or show disappointed because you were expecting it to be even more amazing? Or have nights etched into your memory because wonderful unexpected shenanigans happened? I enjoy sports because of the unexpected. While well-written dramatic shows and movies may contain fun surprises, we come to expect that unexpected. I go into watching Season 8 of Game of Thrones ready for some twists and incredible reveals. On the other hand, a sporting event can be utterly dull. That final buzzer beater can miss, the winning catch dropped. All those aborted dramatic moments however just serve to make the realized dramatic moments that much more incredible - they are rare enough that we can't expect them to happen. The sheer euphoria of a great sporting moment cannot be matched by anything scripted.

I think that is what makes ⚽ such a globally popular sport. Spectacular goals can come out of nowhere, and they can literally make all the different in a match result. Many goals are unexpected events of great consequences, being both amazing athletic highlights and swinging the result of the match. In the multiple text groups I have with other people concurrently watching matches, I find many texts simply saying "wow." While basketball, football, baseball and hockey are great sports in so many ways, I find that ⚽ produces the most unexpected wow moments.

I use ⚽ because despite the advancements that humanity has made in 2021, we still cannot have one name for the most popular sport on earth. Though I'd like to rant against the international disdain of the word soccer, a word coined by English people themselves from a weird shortening of "association football", I'll just stick to emojis to avoid controversy. But to vocabulary conventions, nowhere have I found British English and American English more different than when it comes to sports discussions. Where an American sports commentator may talk about how "that speedy youngster has been got the fans of his team excited with his streak of great play", an English commentary might say "that youthful lad with great pace is exciting his side's supporters with his good form of late." An American writing about differences to European ⚽ is hardly novel. In fact, there is an entire TV series birthed from this premise, the amazing Ted Lasso show. One of the show's gimmicks is the coach who serves as a "translator."
Ted Lasso:  And today's lesson is "trick plays." What do they call 'em here again?
Coach: Elaborate set pieces.
Ted Lasso: Yeah we're going to stick with trick plays, that's a lot more fun.

Following ⚽ is not exactly new for me. The first World Cup I remember following was in 1998, and I've followed closely every World Cup and European Championship since 2010. This isn't even my first blog post about this topic. But while I did drag myself out of bed at 3am for a Champions League final or two while in Hong Kong, I hadn't really followed the sport outside of these special tournaments. I'd recognize Zinedine Zidane and Ronaldinho when they showed up at the World Cup, but I didn't really know what club they normally played for. I've nominally been a Liverpool fan for several years, because their owners also own the Boston Red Sox, but I hadn't ever watched their regular season games.

The pandemic changed that for me. First, the German Bundesliga was really the first sport to emerge from the suspension of all sports. The English Premier League (EPL) came back a couple weeks later. The games generally took place weekday afternoons and weekend mornings, times that the pandemic made much more accessible. 

Each American sport and professional league is unique of course, but their commonality is revealed when compared to non-American systems. For example, each league is divided into conferences and divisions, have a playoff system, a draft, and clocks that count down (except for baseball). Coming from this context, there is a lot about European ⚽ that can appear quite whacky.

Each country has its own league. Sorry, I meant leagues. Each country has a system of tiered leagues with relegation rules, where in each league, the best teams go up and the worst teams go down. It's a brilliant system that makes matches exciting through the end of the season and eliminates "tanking," a problem endemic in American sports. What's less brilliant is the naming system of the leagues of England (+ Wales + Isle of Man + Jersey + Guernsey but not Scotland or Northern Ireland). Here are the top 3 Leagues:
1. Premier League
2. The Championship (not to be confused with the Champion's League)
3. League One

The names are a confusing legacy of history that defies modern design, much like how hereditary peers still maintain a real role in Parliament. 

In addition, basic assumptions that we have about sports in America are violated while watching ⚽. In American sports, the clock counts down. In ⚽ , and rugby, it counts up. In basketball and football (and ultimate), out of bounds is determined by where your feet are when you contact the ball. In ⚽, it's where the ball is. In all American sports, teams in a league qualify for a playoff tournament, and the winner of that playoff is the real champion. In the Premier League, every team plays each other twice for a total of 38 matches, and that's it - whoever has the most points at the end is the league champion. This does ensure that all regular season matches are meaningful, and you don't have arguments about who the real best team is, but can also result in an anti-climactic situation like Liverpool celebrating its 2020 championship when Manchester City lost their match.

But ⚽ also has playoffs. For European men and women, the Champions League is this very cool international competition between clubs that's essentially a 32 team tournament that follows a format with some similarities to the World Cup formats - except it's actually a 79 team tournament that allows the best teams from countries like Israel, Azerbaijan and Iceland to compete to be the champions of Europe. Four leagues are extremely strong - the Premier League (England), La Liga (Spain), Serie A (Italy), Bundesliga (Germany), with the French and Dutch leagues also producing top teams. Elite players often bounce around amongst these leagues, resulting in some intriguing international combinations and multilingual talents. Each league has different automatic Champions League entries - the Premier League gets 4 (out of the 32). These are the top 4 league finishers. Also, the reigning Champion League winner automatically qualifies, even if they don't finish top 4. Confused?

What's especially confusing is how these seasons occur simultaneously. The regular season runs from fall to late spring, and takes breaks for Champions League matches - as well as international friendlies where national teams, not clubs, compete. The top 4 English teams in 2020-2021 get to compete in the 2021-2022 Champions League, but these top 4 are determined while the 2020-2021 Champions League runs. The next top 3 qualify for a lesser tournament called the Europa League. The roster that qualified for a Champions League tournament will not be the same that competes in it, and it's quite common for a star player to help a team qualify then transfer to a club that faces the former club in the Champions League. Even more confusing is ⚽'s structure to do "loans" where a player goes to another club to get playing time while still technically on another club's payroll. This results in a situation like FC Barcelona's Philippe Coutinho scoring 2 goals and 1 assist for Bayern Munich against Barcelona. Lastly it is very possible for a club to have a disappointing season in their normal league (their domestic league) but have a great tournament run and win the Champions League. Was that a great season then? Fans are mixed. In England, most supporters would prefer to win the Premier League, aka be champions of England, than win the Champions League, aka be champions of Europe. Maybe this sheds some light behind Brexit.

I haven't even mentioned the individual nation's cups. Yes in addition to the domestic leagues and the Champions League, each country also has a tournament open to all teams in their many divisions. In England this is called the FA Cup, in Germany the DFB-Pokal. These are tournaments steeped in tradition, where lower division clubs have had memorable upsets of top flight ones. But in modern times they can seem to be an odd break in the schedule where top flight clubs play their benchwarmers against semi-professionals on haphazard pitches. 

Oh and there are other tournaments thrown in there. English teams also compete in the Carabao Cup, which is similar to the FA Cup except that I have no idea why it exists. There are some complicated rules regarding an automatic berth to the Europa League or something stupid like that. And none of this has anything to do with the Euros, or the World Cup, or anything in any other continent.

Sports can become a big institution, and when institutions get big, they get complicated. I know how complicated and weird many non-Americans find baseball and 🏈. Learning more about  ⚽ has allowed me to connect to so many more people around the world. One taxi driver in Costa Rica spent our entire ride recounting every single Costa Rican World Cup appearance. While basketball has incredible broad global appeal, how many moments do all basketball fans share? I struggle to think of any basketball play that every fan remembers - meanwhile, easily over half the globe remembers Germany 7, Brazil 1.  Despite all their corruption and faults, big sports help connect humanity, and I'm forever grateful for that.

Friday, April 2, 2021

Booksmart

 Reading between the lines:

“I’ve never read all these novels that are beautiful stories that have continued to have a resonance with people for so many generations, like beautiful works of art that I could read at any point. But instead, I choose not to read them and I just read the Internet. Constantly. And hear about who said a racial slur or look at a photo of what Ludacris did last weekend. Useless stuff. I read the Internet so much I feel like I’m on page a million of the worst book ever.” — Aziz Ansari 2015

had not been prioritizing reading in my adult life when I heard this interview. I was learning from other people, learning from traveling, learning from professional experiences, but I wasn’t devoting time to sit hours on end alone with the words that someone else had carefully put together — words that may have already resonated, or would resonate, with millions of other humans.

In the intervening years I’ve been able to devote more effort towards this timeless pursuit, aided by three productive bouts of unemployment, as well as a biologically-induced prolonged period of reduced socialization. Additionally, as a data scientist, I naturally kept data. I manually recorded the books I read, the date I finished them, the gender and nationality of the author, the year of publication and the number of pages. It would eventually morph into an entrepreneurial pursuit revisiting the basics of knowledge consumption. But first it allowed me to generate graphs like this:

You can see a growth in reading starting in 2016, that took a dip in 2017, but has remained strong especially since 2019.

Meta-awareness of my library guided my future book choices. I tried to keep a balance of female and male authors, fiction and non-fiction. I even sought out to increase the countries of origins of my authors, including Sierra Leone, Ukraine, Turkey and Brazil. I chose to expand into areas of limited exposure, to dive deeper into areas of passion, and occasionally to read for pleasure.

During the pandemic, I discovered Goodreads, the social book cataloguing website owned by Amazon. Much of the data that I was manually tracking was available on Goodreads, plus much more. Goodreads makes available the number of users who have added a book, plus the number that have marked it as read, as well as allows the crowd sourcing of genres. Goodreads is also remarkably comprehensive — I’ve been able to find just about every book that I’ve read on the site. For maybe the first time in history, we can calculate the readership of each book. By randomly sampling the Goodreads database, I discovered that that distribution is incredibly skewed — the median book had had only 21 readers!!

A ton of books have exactly 0 readers on Goodreads — there’s a lot of self-published crap out there! These include such titles as “Jesus Christ — the Master Psychologist”, “James Earl Jones Stress Away Coloring Book: An Adult Coloring Book Based on The Life of James Earl Jones”, “La bruja del amor y el yonqui del dinero”, “My Child Won’t Be Sh*t”, “Typewriter Hard Enamel Pin”, and the retrospectively ironic “What’s Freedom of the Press?” Even removing these 0 reader books, the median readership comes out to 65. Less surprisingly, the top bestsellers have had nearly 10 million people add them on Goodreads. A log scale is required to make the plot above human readable.

Nearly all of us will have a readership distribution extremely different from that graph. By definition, popular books are popular. Below I’ve plotted my books and sorted them in log 10 tiers.

Generally we find that the vast majority of popular books are fiction, but here I’d like to focus on the 0–1000 books. These are the obscure reads, the ones no one hears about from recommendation engines or book review articles. My discovering them are unique stories in their own right — many reflect my more esoteric interests. In fact, three of them were recommended from a single podcast called Sinica. A few highlights are below.

  • Wish Lanterns by Alec Ash (2017):
This book collates 9 lives of ordinary Chinese millennials, diving deep into their early adult lives. It gives personal stories that supplement the traditional narratives of China’s macro growth trends. Alec Ash was interviewed on Sinica and I figured it’d be a good read to further my understanding of China.
  • The First Filipino by Leon Guerrero (1962):
I’ve long been fascinated by the Filipino national hero Jose Rizal, mostly due to his polyglot and polymath abilities. Sharp readers will find his novel Noli Me Tángere also on that graph. This may be the authoritative biography, which credits him with creating the concept of a Filipino state.
  • Bastard Tongues by Derek Bickerton (2008):
I picked this up in a yard sale in DC in 2011. It’s about Creole languages around the world, and why so many of them are so similar. Bickerton rips to shred the prevailing theory, that these languages are similar due to contact, and proposes a new one that is still controversial in the academic community. His respect for Creole language speakers, many of who erroneously refer to their own speech as “broken”, is always apparent. This is an author I’d most like to grab a beer with.
  • East and West by Chris Patten (1998):
The memoir written by the last governor of Hong Kong shortly after Hong Kong was handed over has not aged particularly well, but that’s part of its value too. I learned that Hong Kong’s GDP was ¼ of all of China’s in 1997, and so many of Patten’s predictions have gone so wrong mainly because China has grown so rapidly.
  • The Autobiography of Alice B. Toklas by Gertrude Stein (1933):
I’ve also long been fascinated by the 1920’s expat scene in Paris, which Gertrude Stein herself coined the Lost Generation. The creativity and output from that group is legendary. I’d analogized that period to the expat community in Beijing in the early 2000s, and was both validated and miffed to hear others independently make the same comparison. From what I’d read about this generation (you’ll find The Sun Also Rises and A Moveable Feast up in that graph), I had high hopes for Stein, but I found her style impenetrable and the content quite dull. There are lots of mildly interesting anecdotes of famous artists like Picasso and Matisse, but I didn’t come out with any sense of who these people were. In fact, I left with the sense that maybe these people were famous because they were connected to other famous people.
  • Up to the Mountains and Down to the Countryside by Quincy Carroll (2015):
Quincy was two years ahead of me in high school, and so when I learned he had written a fiction book about living in China, I felt duty call. It happens to be one of the better books about China that I have read, encapsulating third tier city life and the expat experience in a way that non-fictions do not. He writes about language in a novel way, allowing spectrums of bilingual experience to become accessible to non-Chinese speakers. In addition to the subject matter that resonated hard with me, the writing quality equally reminded me of our shared English teachers.
  • The Transpacific Experiment by Matt Sheehan (2019):
This one shows up on the plot as [UNTITLED MATT SHEEHAN BOOK], which probably means the author needs a better publicist. In fact, Matt Sheehan is an ultimate player who lived in Xi’an and Beijing whom I played with and against on numerous occasions. An ultimate injury is the catalyst for this book, which forced him to pursue his China journalism career from Silicon Valley. Diving insightfully into China-US relations with regard to technology, academia and immigrant politics, Sheehan’s book even taught me to view my own family’s immigration story in a new light. He was also interviewed on Sinica about this book, which is deserving of a place in the shelf of anyone even casually interested in China. It is certainly deserving of a name.
  • Rare Earth Frontiers by Julie Klinger (2017):


    This was another deep, deep cut from the Sinica podcast. An academic text (I ordered it from the Cornell University Press), this book exemplifies the much misunderstood discipline of Geography. Klinger explores how rare earth (which is a misnomer) mining is more often influenced by domestic and international politics than by geological or economic factors. The regions where heavy, polluting mining is most exploited are typically borderlands far from the country’s metropoles, inhabited by minority ethnic groups.
  • American Notes for General Circulation by Charles Dickens (1842)
This is technically not under 1000 readers — somehow about 1300 people claim to have read this obscure travel journal of Dickens’ 1842 journey around the United States. It doesn’t make for light reading, but I sloshed through and found many gems ̶d̶e̶s̶c̶r̶i̶b̶i̶n̶g̶ judging cities that I know well — Boston, New York, DC, Cincinnati, St. Louis — but from a brand old historical perspective. Some quotes:

party feeling runs very high: the great constitutional feature of this institution being, that directly the acrimony of the last election is over, the acrimony of the next one begins;

— -

THE beautiful metropolis of America is by no means so clean a city as Boston, but many of its streets have the same characteristics; except that the houses are not quite so fresh-coloured, the sign- boards are not quite so gaudy, the gilded letters not quite so golden, the bricks not quite so red, the stone not quite so white, the blinds and area railings not quite so green, the knobs and plates upon the street doors not quite so bright and twinkling.

— -

Few people would live in Washington, I take it, who were not obliged to reside there;

— -

Pittsburg is like Birmingham in England; at least its townspeople say so. Setting aside the streets, the shops, the houses, waggons, factories, public buildings, and population, perhaps it may be.

My takeaway from all this is that popularity is not very well correlated with quality — most of these unknown books are awesome. A book’s popularity is likely more correlated with how well-connected the author is, how accessible its subject is, and how well it is publicized. Additionally, I will describe at the end of this post some less obscure books that gave me great joy.

Goodreads allows you to export your books data, which includes useless information such as the binding and condition description, and does not include the crowd sourced shelf genres and number of total readers. Though Goodreads has also disappointingly disabled their developer API, I wrote code to scrape this information. I began soliciting friends to send me their exports, allowing the generation of plots like this one below.

Plotting out the distribution of read genres among multiple individuals taught me a lot about what I’m reading, what my friends are reading, and what we are not reading. Most conspicuous for me are the genres that are blank — Philosophy, Sequential Art (Graphic novels or comic books), Art, Feminism, Picture Books, Social Movements and True Crime. If you had straight up asked me, “Cal, do you read books about art?” I would have known no, I do not. But had I not seen this, I would not even have considered reading books about art to be a thing. To me, this is the real value of a crowd-sourced database like Goodreads, but not the direction that Amazon has been taking it. While it is primarily used to recommend new books similar to what you have enjoyed before, it can be used to show areas of literature that have been completely outside your purview.

Additional books I love:

  • The World of Yesterday by Stefan Zweig (1942):

I was on vacation in Salzburg when I walked down a street named Stefan Zweig Way. Who is this person worth naming a street over I asked Wikipedia. It’s a rare person whose life is of such acclaim that a Wikipedia article written 70 years after their death makes clear their works are worth reading. I picked up his final book and couldn’t put it down. Written in 1942, the book is half memoir, half history as Zweig recounts the final decades of the Austria-Hungarian empire, World War I and the rise of Hitler through his eyes as a Jew born in Vienna. Multilingual and famous in his time, Zweig lived all over Europe and embodied a cosmopolitan, passport-less Europe that vanished in his lifetime. Chock-full of great anecdotes, Zweig’s writing is incredible even in translation. The sadness he feels over this loss is present throughout the narrative. With his partner, he fled Europe, eventually ending up in Petropolis, Brazil, where they finished this manuscript, sent it off to the publishers, then committed suicide the next day via barbiturates.

  • Why We’re Polarized by Ezra Klein (2019):

Recommended by Amazon via their Great on Kindle program, this book has fundamentally changed the way I absorb news. Vox founder Ezra Klein persuasively demonstrates that our politics has become far more polarized throughout the past decade, why this was useful but is dangerous, and why our media consumption has created a feedback loop that demands more polarized media. Even though I have lived through much of the period of polarization, I hadn’t quite realized how many assumptions have fundamentally changed, as we have mainly gone from a society where our views dictated our political affiliation, to one where our political affiliation dictates our views. Serotonin and social media have allowed us to selectively choose stories with positive news about people we like and negative news about people we hate, leading to a population with polarized views of the truth. Of all the books I’ve listed so far, this is the most must-read of them all.

  • Happiness by Aminatta Forna:

I read this book as part of a Georgetown Alumni book club. Forna, who is Scottish and Sierra Leonean, is currently a visiting Professor at Georgetown. While reading this novel, I couldn’t believe the degree of difficulty it must’ve taken to write it —while setting a love story and family drama amidst the backdrop of West African immigrant life in London, Forna had to become an expert researcher in coyotes, foxes and trauma psychiatry. Quotes include this one introducing a main character:

‘Your parents named you after Attila the Hun?’ Attila smiled. ‘Some people,’ he said, ‘name their baby girls Victoria.’

And hits hard with gems like this:

Suffering had become a spectacle that served not to warn of the vagaries of misfortune but to remind the audience, sitting in warmth and comfort, of their own good fortune.

— —

I’m looking to expand on this idea, to demonstrate how literary meta-awareness can help guide us as we navigate life. I’m looking for more “users” — people to voluntarily export their Goodreads data and tell me if/how they find these analyses useful. I’m also looking for collaborators, who see value in what I’ve done and can offer further direction.

For more graphs and code, my Github link is below: https://github.com/cal65/Reading-History/tree/master/Books