Data Science Quotes

Science may provide the most useful way to organize empirical, reproducible data, but its power to do so is predicated on its inability to grasp the most central aspects of human life: hope, fear, love, hate, beauty, envy, honor, weakness, striving, suffering, virtue.

It is a capital mistake to theorise before one has data.

One of the liberating effects of science fiction when I was a teenager was precisely its ability to tune me into all sorts of strange data and make me realize that I wasn’t as totally isolated in perceiving the world as being monstrous and crazy

This generation will witness social and economic changes in our societies, that will be irreversible, thanks to AI.

In God we trust. All others [must] have data. - Bernard Fisher

Why do we try so hard to destroy all that our planet gave us to enjoy?” ― Anthony Merrydew

The power of one man’s imagination is infinite. The disinterest of the human race in facing the obvious, is exponentially far greater.

Science Fiction, is an art form that paints a picture of the future.

...unfortunately, it's true: time does heal. It will do so whether you like it or not, and there's nothing anyone can do about it. If you're not careful, time will take away everything that ever hurt you, everything you have ever lost, and replace it with knowledge. Time is a machine: it will convert your pain into experience. Raw data will be compiled, will be translated into a more comprehensible language. The individual events of your life will be transmuted into another substance called memory and in the mechanism something will be lost and you will never be able to reverse it, you will never again have the original moment back in its uncategorized, preprocessed state. It will force you to move on and you will not have a choice in the matter.

The plural of anecdote is not data.

When asked if I am pessimistic or optimistic about the future, my answer is always the same: if you look at the science about what is happening on earth and aren't pessimistic, you don't understand the data. But if you meet the people who are working to restore this earth and the lives of the poor, and you aren't optimistic, you haven't got a pulse.

[The Old Astronomer to His Pupil] Reach me down my Tycho Brahe, I would know him when we meet, When I share my later science, sitting humbly at his feet; He may know the law of all things, yet be ignorant of how We are working to completion, working on from then to now. Pray remember that I leave you all my theory complete, Lacking only certain data for your adding, as is meet, And remember men will scorn it, 'tis original and true, And the obloquy of newness may fall bitterly on you. But, my pupil, as my pupil you have learned the worth of scorn, You have laughed with me at pity, we have joyed to be forlorn, What for us are all distractions of men's fellowship and smiles; What for us the Goddess Pleasure with her meretricious smiles. You may tell that German College that their honor comes too late, But they must not waste repentance on the grizzly savant's fate. Though my soul may set in darkness, it will rise in perfect light; I have loved the stars too fondly to be fearful of the night. What, my boy, you are not weeping? You should save your eyes for sight; You will need them, mine observer, yet for many another night. I leave none but you, my pupil, unto whom my plans are known. You 'have none but me,' you murmur, and I 'leave you quite alone'? Well then, kiss me, -- since my mother left her blessing on my brow, There has been a something wanting in my nature until now; I can dimly comprehend it, -- that I might have been more kind, Might have cherished you more wisely, as the one I leave behind. I 'have never failed in kindness'? No, we lived too high for strife,-- Calmest coldness was the error which has crept into our life; But your spirit is untainted, I can dedicate you still To the service of our science: you will further it? you will! There are certain calculations I should like to make with you, To be sure that your deductions will be logical and true; And remember, 'Patience, Patience,' is the watchword of a sage, Not to-day nor yet to-morrow can complete a perfect age. I have sown, like Tycho Brahe, that a greater man may reap; But if none should do my reaping, 'twill disturb me in my sleep So be careful and be faithful, though, like me, you leave no name; See, my boy, that nothing turn you to the mere pursuit of fame. I must say Good-bye, my pupil, for I cannot longer speak; Draw the curtain back for Venus, ere my vision grows too weak: It is strange the pearly planet should look red as fiery Mars,-- God will mercifully guide me on my way amongst the stars.

Yet the paradox is that scientific methodology is the product of human hands and thus cannot reach some permanent truth. We build scientific theories to organize and manipulate the world, to reduce phenomena into manageable units. Science is based on reproducibility and manufactured objectivity. As strong as that makes its ability to generate claims about matter and energy, it also makes scientific knowledge inapplicable to the existential, visceral nature of human life, which is unique and subjective and unpredictable. Science may provide the most useful way to organize empirical, reproducible data, but its power to do so is predicated on its inability to grasp the most central aspects of human life: hope, fear, love, hate, beauty, envy, honor, weakness, striving, suffering, virtue.

When asked if I am pessimistic or optimistic about the future, my answer is always the same: If you look at the science about what is happening on earth and aren’t pessimistic, you don’t understand data. But if you meet the people who are working to restore this earth and the lives of the poor, and you aren’t optimistic, you haven’t got a pulse. What I see everywhere in the world are ordinary people willing to confront despair, power, and incalculable odds in order to restore some semblance of grace, justice, and beauty to this world.

The TV scientist who mutters sadly, "The experiment is a failure; we have failed to achieve what we had hoped for," is suffering mainly from a bad script writer. An experiment is never a failure solely because it fails to achieve predicted results. An experiment is a failure only when it also fails adequately to test the hypothesis in question, when the data it produces don't prove anything one way or another.

The study of theology, as it stands in Christian churches, is the study of nothing; it is founded on nothing; it rests on no principles; it proceeds by no authorities; it has no data; it can demonstrate nothing; and it admits of no conclusion. Not anything can be studied as a science, without our being in possession of the principles upon which it is founded; and as this is the case with Christian theology, it is therefore the study of nothing.

Manager Mangione,” Ping said, “algorithmic regulation was to have been a system of governance where more exact data, collected from MEG citizens’ minds via neuralinks, would be used to organize Human life more efficiently as a CORPORATE collective. Except no one to this point in Human existence has been able to identify the mind. The CORPORATE can only receive data from the NET on behaviours which indicate feelings or intentions. I & I cannot . . .

We ought to regard the present state of the universe as the effect of its antecedent state and as the cause of the state that is to follow. An intelligence knowing all the forces acting in nature at a given instant, as well as the momentary positions of all things in the universe, would be able to comprehend in one single formula the motions of the largest bodies as well as the lightest atoms in the world, provided that its intellect were sufficiently powerful to subject all data to analysis; to it nothing would be uncertain, the future as well as the past would be present to its eyes. The perfection that the human mind has been able to give to astronomy affords but a feeble outline of such an intelligence.

If I could sum up the message of this book in one pithy phrase, it would be that you are smarter than your data. Data do not understand causes and effects; humans do.

A change in Quantity also entails a change in Quality

As data and science become more accessible and more the production of software and AI, human creativity is becoming a more valuable commodity.

The conclusion of intelligent design flows naturally from the data itself—not from sacred books or sectarian beliefs. Inferring that biochemical systems were designed by an intelligent agent is a humdrum process that requires no new principles of logic or science. It comes simply from the hard work that biochemistry has done over the past forty years, combined with consideration of the way in which we reach conclusions of design every day.

Nearly everyone in ancient Egypt exhorted the gods to let the Pharaoh live 'forever. These collective prayers failed. Their failure constitutes data.

Abandoning the search for the Knowledge would free us to pursue a new sort of science. We could follow any path that the data suggested to us.

Science has the answer to every question that can be asked. However, science reserves the right to change that answer should additional data become available.

Aim for simplicity in Data Science. Real creativity won’t make things more complex. Instead, it will simplify them.

Even in an era of open data, data science and data journalism, we still need basic statistical principles in order not to be misled by apparent patterns in the numbers.

Data is a precious thing and will last longer than the systems themselves.

The government are very keen on amassing statistics. They collect them, add them, raise them to the nth power, take the cube root and prepare wonderful diagrams. But you must never forget that every one of these figures comes in the first instance from the village watchman, who just puts down what he damn pleases.

Code is not like other how-computers-work books. It doesn't have big color illustrations of disk drives with arrows showing how the data sweeps into the computer. Code has no drawings of trains carrying a cargo of zeros and ones. Metaphors and similes are wonderful literary devices but they do nothing but obscure the beauty of technology.

If you’re only sceptical, then no new ideas make it through to you. You never learn anything. You become a crochety misanthrope convinced that nonsense is ruling the world. (There is, of course, much data to support you.) Since major discoveries in the borderlines of science are rare, experience will tend to confirm your grumpiness. But every now and then a new idea turns out to be on the mark, valid and wonderful. If you’re too resolutely and uncompromisingly sceptical, you’re going to miss (or resent) the transforming discoveries in science, and either way you will be obstructing understanding and progress. Mere scepticism is not enough.

Caches of data are being recovered all the time. Why, just the other day, I heard that we now had complete texts for all three of Shakespire's plays!

Data is a form of capital. And as is the case with all capital - it has to be efficient utilized.

Artificial intelligence is defined as the branch of science and technology that is concerned with the study of software and hardware to provide machines with the ability to learn insights from data and the environment, and the ability to adapt to changing situations with increasing precision, accuracy, and speed.

The ultimate lesson is that science isn’t special – at least not anymore. Maybe back when Einstein talked to Niels Bohr, and there were only a few dozen important workers in every field. But there are now three million researchers in America. It’s no longer a calling, it’s a career. Science is as corruptible a human activity as any other. Its practitioners aren’t saints, they’re human beings, and they do what human beings do – lie, cheat, steal from one another, sue, hide data, fake data, overstate their own importance and denigrate opposing views unfairly. That’s human nature. It isn’t going to change

In the business people with expertise, experience and evidence will make more profitable decisions than people with instinct, intuition and imagination.

The Qur'an follows on from the two Revelations that preceded it and is not only free from contradictions in its narrations, the sign of the various human manipulations to be found in the Gospels, but provides a quality all of its own for those who examine it objectively and in the light of science i.e. its complete agreement with modern scientific data.

If you believe that science provides not basis for God, then you are almost obligated to conclude that science provides no basis for meaning and, there for, life itself doesn't have any. In other words, existential claims have no weight; all knowledge is scientific knowledge. Yet the paradox is that scientific methodology is the product of human hands and thus cannot reach some permanent truth. We build scientific theories to organize and manipulate the world, to reduce phenomena into manageable units. Science is based on reproducibility and manufactured objectivity. As strong as that makes its ability to generate claims about matter and energy, it also makes scientific knowledge inapplicable to the existential, visceral nature or human life, which is unique and subjective and unpredictable. Science may provide the most useful may to organize empirical, reproducible data, but its power to do so is predicated on its inability to grasp the most central aspects of human life: hope, fear, love, hate, beauty, envy, honor, weakness, striving, suffering, virtue.

If you can't understand a study, the problem is with the study, not with you.

The female body is not the problem. The problem is the social meaning we ascribe to that body, and a socially determined failure to account for it.

We must surrender our skepticism only in the face of rock-solid evidence. Science demands a tolerance for ambiguity. Where we are ignorant, we withhold belief. Whatever annoyance the uncertainty engenders serves a higher purpose: It drives us to accumulate better data. This attitude is the difference between science and so much else. Science offers little in the way of cheap thrills. The standards of evidence are strict. But when followed they allow us to see far, illuminating even a great darkness.

The evidence never seemed to matter to those in power, who had already made up their minds and did what people typically do when their worldview is threatened by new data: they attacked the messenger.

Bryson DeChambeau uses science in the true sense of the word to improve his golf game. He experiments and analyzes data to get better, and this separates golf fans, because those who think that's not cool use all of their brain capacity just breathing, like amoebas, but dumber.

When I started reading the literature of molecular biology, I was stunned by certain descriptions. Admittedly, I was on the lookout for anything unusual, as my investigation had led me to consider that DNA and its cellular machinery truly were an extremely sophisticated technology of cosmic origin. But as I pored over thousands of pages of biological texts, I discovered a world of science fiction that seemed to confirm my hypothesis. Proteins and enzymes were described as 'miniature robots,' ribosomes were 'molecular computers,' cells were 'factories,' DNA itself was a 'text,' a 'program,' a 'language,' or 'data.' One only had to do a literal reading of contemporary biology to reach shattering conclusions; yet most authors display a total lack of astonishment and seem to consider that life is merely 'a normal physiochemical phenomenon.

We sometimes forget that though the data should be pure and straightforward, science is done by people, who are never either.

Data is one of the most valuable resources of a bank.

We've passed through the era of data accumulation. We're entering now into the era of data amalgamation - data combined and directed in service of a greater purpose.

the problem isn’t finding data, it’s figuring out what to do with it.

You can't understand depth of science, unless you challenge the published scientific data.

Nothing is more seductive that a nice string of data, a single bell curve, or a seemingly peer-reviewed scientific study. After all, it can’t be racist if it is a “fact.

Failing to include the perspective of women is a huge driver of unintended male bias that attempts (often in good faith) to pass itself off as 'gender neutral'.

There's no data to suggest that I can make you love me whatever I do.

History is more than data, more than facts, more than science and scholarship. These things are merely the means to a greater end. History is a story—the story of ourselves. Where do we come from? How have we survived? How can we avoid the mistakes of the past? Do we matter, and if we do, what is our proper place upon the earth?

We saw a pale echo of what is now possible in 1990-1991, when Saddam Hussein, the autocrat of Iraq, made a sudden transition in the American consciousness from an obscure near-ally - granted commodities, high technology, weaponry, and even satellite intelligence data - to a slavering monster menacing the world. I am not myself an admirer of Mr. Hussein, but it was striking how quickly he could be brought from someone almost no American had heard of into the incarnation of evil. These days the apparatus for generating indignation is busy elsewhere. How confident are we that the power to drive and determine public opinion will always reside in responsible hands?

If you look at the science that describes what is happening on earth today and aren't pessimistic, you don't have the correct data. If you meet people in this unnamed movement and aren't optimistic, you haven't got a heart.

Science, done right, works hard to respect absolutely no authority at all other than experience and empirical data. It never succeeds entirely, but it comes closer and has a better track record than any other method we apes have found for learning about the world around us.

Data can tell you that the people who took a medicine recovered faster than those who did not take it, but they can’t tell you why. Maybe those who took the medicine did so because they could afford it and would have recovered just as fast without it.

Quantum Machine Learning is defined as the branch of science and technology that is concerned with the application of quantum mechanical phenomena such as superposition, entanglement and tunneling for designing software and hardware to provide machines the ability to learn insights and patterns from data and the environment, and the ability to adapt automatically to changing situations with high precision, accuracy and speed. 

The scientific study of suffering inevitably raises questions of causation, and with these, issues of blame and responsibility. Historically, doctors have highlighted predisposing vulnerability factors for developing PTSD, at the expense of recognizing the reality of their patients' experiences… This search for predisposing factors probably had its origins in the need to deny that all people can be stressed beyond endurance, rather than in solid scientific data; until recently such data were simply not available… When the issue of causation becomes a legitimate area of investigation, one is inevitably confronted with issues of man's inhumanity to man, with carelessness and callousness, with abrogation of responsibility, with manipulation and with failures to protect.

The Scientific Method is a wonderful tool as long as you don't care which way the outcome turns; however, this process fails the second one's perception interferes with the interpretation of data. This is why I don’t take anything in life as an absolute…even if someone can “prove” it “scientifically.

In this modern day, when only what we see is allowed to have certainity, and when scientific data seems to hold the trump card for truth, when only what can be measured exists, love defies all these strictures and dances joyfully before the eyes of human beings, teasing them with the promise of the unknown.

Others point to data showing that even as toddlers, 40 percent of American two-year-olds watch TV for at least three hours a day—hours they are not interacting with people who can help them learn to get along better. The more TV they watch, the more unruly they are by school age.

Look-Then-Leap Rule: You set a predetermined amount of time for “looking”—that is, exploring your options, gathering data—in which you categorically don’t choose anyone, no matter how impressive. After that point, you enter the “leap” phase, prepared to instantly commit to anyone who outshines the best applicant you saw in the look phase. We

Habits are undeniably useful tools, relieving us of the need to run a complex mental operation every time we’re confronted with a new task or situation. Yet they also relieve us of the need to stay awake to the world: to attend, feel, think, and then act in a deliberate manner. (That is, from freedom rather than compulsion.) If you need to be reminded how completely mental habit blinds us to experience, just take a trip to an unfamiliar country. Suddenly you wake up! And the algorithms of everyday life all but start over, as if from scratch. This is why the various travel metaphors for the psychedelic experience are so apt. The efficiencies of the adult mind, useful as they are, blind us to the present moment. We’re constantly jumping ahead to the next thing. We approach experience much as an artificial intelligence (AI) program does, with our brains continually translating the data of the present into the terms of the past, reaching back in time for the relevant experience, and then using that to make its best guess as to how to predict and navigate the future. One of the things that commends travel, art, nature, work, and certain drugs to us is the way these experiences, at their best, block every mental path forward and back, immersing us in the flow of a present that is literally wonderful—wonder being the by-product of precisely the kind of unencumbered first sight, or virginal noticing, to which the adult brain has closed itself. (It’s so inefficient!) Alas, most of the time I inhabit a near-future tense, my psychic thermostat set to a low simmer of anticipation and, too often, worry. The good thing is I’m seldom surprised. The bad thing is I’m seldom surprised.

Nana is the reason I began this work, but not in a wholesome, made-for-TED Talk kind of way Instead, this science was a way for me to challenge myself, to do something truly hard, and in so doing to work through all of my misunderstandings about his addiction and all of my shame. Because I still have so much shame. I'm full to the brim with it; I'm spilling over. I can look at my data again and again. I can look at scan after scan of drug-addicted brains shot through with holes, Swiss-cheesed, atrophied, irreparable. I can watch that blue light flash through the brain of a mouse and note the behavioral changes that take place because of it, and know how many years of difficult, arduous science went into those tiny changes, and still, still, think, Why didn't Nana stop? Why didn't he get better for us? For me?

Several studies have found that the more a field is culturally understood to require 'brilliance' or 'raw talent' to succeed - think philosophy, maths, physics, music composition, computer science - the fewer women there will be studying and working in it. We just don't see women as naturally brilliant.

History is more than data, more than facts, more than science and scholarship. These things are merely the means to a greater end. History is a story—the story of ourselves. Where do we come from? How have we survived? How can we avoid the mistakes of the past? Do we matter, and if we do, what is our proper place upon the earth? I shall put the question another way: Who are we?

The efficiencies of the adult mind, useful as they are, blind us to the present moment. We’re constantly jumping ahead to the next thing. We approach experience much as an artificial intelligence (AI) program does, with our brains continually translating the data of the present into the terms of the past, reaching back in time for the relevant experience, and then using that to make its best guess as to how to predict and navigate the future.

If we think in term of months, we had probably focus on immediate problems such as the turmoil in the Middle East, the refugee crisis in Europe and the slowing of the Chinese economy. If we think in terms of decades, then global warming, growing inequality and the disruption of the job market loom large. Yet if we take the really grand view of life, all other problems and developments are overshadowed by three interlinked processes: 1.​Science is converging on an all-encompassing dogma, which says that organisms are algorithms and life is data processing. 2.​Intelligence is decoupling from consciousness. 3.​Non-conscious but highly intelligent algorithms may soon know us better than we know ourselves. These three processes raise three key questions, which I hope will stick in your mind long after you have finished this book: 1.​Are organisms really just algorithms, and is life really just data processing? 2.​What’s more valuable – intelligence or consciousness? 3.​What will happen to society, politics and daily life when non-conscious but highly intelligent algorithms know us better than we know ourselves?

But you haven't tried. You haven't tried once. First you refused to admit that there was a menace at all! Then you reposed an absolutely blind faith in the Emperor! Now you've shifted it to Hari Seldon. Throughout you have invariably relied on authority or on the past—never on yourselves." His fists balled spasmodically. "It amounts to a diseased attitude—a conditioned reflex that shunts aside the independence of your minds whenever it is a question of opposing authority. There seems no doubt ever in your minds that the Emperor is more powerful than you are, or Hari Seldon Wiser. And that's wrong don't you see?" For some reason, no one cared to answer him. Hardin continued: "It isn't just you. It's the whole Galaxy. Pirenne heard Lord Dorwin's idea of scientific research. Lord Dorwin thought the way to be a good archaeologist was to read all the books on the subject—written by men who were dead for centuries. He thought that the way to solve archaeological puzzles was to weight the opposing authorities. And Pirenne listened and made no objections. Don't you see that there's something wrong with that?" Again the note of near-pleading in his voice. Again no answer. He went on: "And you men and half of Terminus as well are just as bad.. We sit here, considering the Encyclopedia the all-in-all. We consider the greatest end of science is the classification of past data. It is important, but is there no further work to be done? We're receding and forgetting, don't you see? Here in the Periphery they've lost nuclear power. In Gamma Andromeda, a power plant has undergone meltdown because of poor repairs, and the Chancellor of the Empire complains that nuclear technicians are scarce. And the solution? To train new ones? Never! Instead they're to restrict nuclear power." And for the third time: "Don't you see? It's galaxy-wide. It's a worship of the past. It's a deterioration—a stagnation!

1. Science is converging on an all-encompassing dogma, which says that organisms are algorithms, and life is data processing. 2. Intelligence is decoupling from consciousness. 3. Non-conscious but highly intelligent algorithms may soon know us better than we know ourselves.

The part of my brain that was responsible for creating the world I lived and moved in and for taking the raw data that came in through my senses and fashioning it into a meaningful universe: that part of my brain was down, and out. And yet despite all of this, I had been alive, and aware, truly aware, in a universe characterized above all by love, consciousness, and reality. There was, for me, simply no arguing this fact. I knew it so completely that I ached.

Programming is a science dressed up as art, because most of us don’t understand the physics of software and it’s rarely, if ever, taught. The physics of software is not algorithms, data structures, languages, and abstractions. These are just tools we make, use, and throw away. The real physics of software is the physics of people. Specifically, it’s about our limitations when it comes to complexity and our desire to work together to solve large problems in pieces. This is the science of programming: make building blocks that people can understand and use easily, and people will work together to solve the very largest problems.

Human beings are not nearly as coolly rational as we like to think we are. Having set up comfortable planets of belief, we become resistant to altering them, and develop cognitive biases that prevent us from seeing the world with perfect clarity. We aspire to be perfect Bayesian abductors, impartially reasoning to the best explanation - but most often we take new data and squeeze it to fit with our preconceptions.

The other buzzword that epitomizes a bias toward substitution is “big data.” Today’s companies have an insatiable appetite for data, mistakenly believing that more data always creates more value. But big data is usually dumb data. Computers can find patterns that elude humans, but they don’t know how to compare patterns from different sources or how to interpret complex behaviors. Actionable insights can only come from a human analyst (or the kind of generalized artificial intelligence that exists only in science fiction).

In Mere Christianity, C. S. Lewis argues that human beings cannot be truly good or moral without faith in God and without submis- sion to the will of Christ. Unfortunately, Lewis does not provide any actual data for his assertions. They are nothing more than the mild musings of a wealthy British man, pondering the state of humanity’s soul between his sips of tea. Had Lewis actually famil- iarized himself with real human beings of the secular sort, per- haps sat and talked with them, he would have had to reconsider this notion. As so many apostates explained to me, morality is most certainly possible beyond the confines of faith. Can people be good without God? Can a moral orientation be sustained and developed outside of a religious context? The answer to both of these questions is a resounding yes.

A third reason scientists are reluctant to examine paranormal phenomena is that they appear to contradict known physical laws. What is the point of studying the impossible? Only a fool would waste his time. The problem of data in conflict with existing theory cannot be overstated. Arthur Eddington once said you should never believe any experiment until it has been confirmed by theory, but this humorous view has a reality that cannot be discounted.

Pseudoscience is almost always recognizable from a distance, and easy to confirm on close examination. Science is, however, not immune from hubris, and bad science can be tougher to spot. Those of us who make a living from science or science media must display scientific integrity. We must constantly test our assumptions and fight the siren song of consensus when our data tells us to be contrarian. We must remain independent of political or religious bias in evaluating our work. We must admit when we are wrong, and remain willing to evolve when verifiable data demands change. We must admit when we are uncertain, remain humble in advances, and offer courageous and independent advice grounded in science.

This is not to say that science itself is politics. Scientific knowledge is profoundly different from political ideology. Science is an intellectual system producing objective data about the nature of the universe. Science involves falsifiable hypotheses, reproducible results, and rigorous experimental verification. Scientific knowledge isn't a political construct, any more than element 79 in the periodic table is a political construct. But the things people do with science are every bit as political as the things people do with gold.

[I]t seems to me that a lot of the stranger ideas people have about medicine derive from an emotional struggle with the very notion of a pharmaceutical industry. Whatever our political leanings, we all feel nervous about profit taking any role in the caring professions, but that feeling has nowhere to go. Big pharma is evil; I would agree with that premise. But because people don’t understand exactly how big pharma is evil, their anger gets diverted away from valid criticisms—its role in distorting data, for example, or withholding lifesaving AIDS drugs from the developing world—and channeled into infantile fantasies. “Big pharma is evil,” goes the line of reasoning; “therefore homeopathy works and the MMR vaccine causes autism.” This is probably not helpful.

what is the expression which the age demands? the age demands no expression whatever. we have seen photographs of bereaved asian mothers. we are not interested in the agony of your fumbled organs. there is nothing you can show on your face that can match the horror of this time. do not even try. you will only hold yourself up to the scorn of those who have felt things deeply. we have seen newsreels of humans in the extremities of pain and dislocation. you are playing to people who have experienced a catastrophe. this should make you very quiet. speak the words, convey the data, step aside. everyone knows you are in pain. you cannot tell the audience everything you know about love in every line of love you speak. step aside and they will know what you know because you know it already. you have nothing to teach them. you are not more beautiful than they are. you are not wiser. do not shout at them. do not force a dry entry. that is bad sex. if you show the lines of your genitals, then deliver what you promise. and remember that people do not really want an acrobat in bed. what is our need? to be close to the natural man, to be close to the natural woman. do not pretend that you are a beloved singer with a vast loyal audience which has followed the ups and downs of your life to this very moment. the bombs, flame-throwers, and all the shit have destroyed more than just the trees and villages. they have also destroyed the stage. did you think that your profession would escape the general destruction? there is no more stage. there are no more footlights. you are among the people. then be modest. speak the words, convey the data, step aside. be by yourself. be in your own room. do not put yourself on. do not act out words. never act out words. never try to leave the floor when you talk about flying. never close your eyes and jerk your head to one side when you talk about death. do not fix your burning eyes on me when you speak about love. if you want to impress me when you speak about love put your hand in your pocket or under your dress and play with yourself. if ambition and the hunger for applause have driven you to speak about love you should learn how to do it without disgracing yourself or the material. this is an interior landscape. it is inside. it is private. respect the privacy of the material. these pieces were written in silence. the courage of the play is to speak them. the discipline of the play is not to violate them. let the audience feel your love of privacy even though there is no privacy. be good whores. the poem is not a slogan. it cannot advertise you. it cannot promote your reputation for sensitivity. you are students of discipline. do not act out the words. the words die when you act them out, they wither, and we are left with nothing but your ambition. the poem is nothing but information. it is the constitution of the inner country. if you declaim it and blow it up with noble intentions then you are no better than the politicians whom you despise. you are just someone waving a flag and making the cheapest kind of appeal to a kind of emotional patriotism. think of the words as science, not as art. they are a report. you are speaking before a meeting of the explorers' club of the national geographic society. these people know all the risks of mountain climbing. they honour you by taking this for granted. if you rub their faces in it that is an insult to their hospitality. do not work the audience for gasps ans sighs. if you are worthy of gasps and sighs it will not be from your appreciation of the event but from theirs. it will be in the statistics and not the trembling of the voice or the cutting of the air with your hands. it will be in the data and the quiet organization of your presence. avoid the flourish. do not be afraid to be weak. do not be ashamed to be tired. you look good when you're tired. you look like you could go on forever. now come into my arms. you are the image of my beauty.

1.​Science is converging on an all-encompassing dogma, which says that organisms are algorithms and life is data processing. 2.​Intelligence is decoupling from consciousness. 3.​Non-conscious but highly intelligent algorithms may soon know us better than we know ourselves. These three processes raise three key questions, which I hope will stick in your mind long after you have finished this book: 1.​Are organisms really just algorithms, and is life really just data processing? 2.​What’s more valuable – intelligence or consciousness? 3.​What will happen to society, politics and daily life when non-conscious but highly intelligent algorithms know us better than we know ourselves?

But the history of science—by far the most successful claim to knowledge accessible to humans—teaches that the most we can hope for is successive improvement in our understanding, learning from our mistakes, an asymptotic approach to the Universe, but with the proviso that absolute certainty will always elude us. We will always be mired in error. The most each generation can hope for is to reduce the error bars a little, and to add to the body of data to which error bars apply. The error bar is a pervasive, visible self-assessment of the reliability of our knowledge.

Yet like many other human traits that made sense in past ages but cause trouble in the modern age, the knowledge illusion has its downside. The world is becoming ever more complex, and people fail to realise just how ignorant they are of what’s going on. Consequently some who know next to nothing about meteorology or biology nevertheless propose policies regarding climate change and genetically modified crops, while others hold extremely strong views about what should be done in Iraq or Ukraine without being able to locate these countries on a map. People rarely appreciate their ignorance, because they lock themselves inside an echo chamber of like-minded friends and self-confirming newsfeeds, where their beliefs are constantly reinforced and seldom challenged. Providing people with more and better information is unlikely to improve matters. Scientists hope to dispel wrong views by better science education, and pundits hope to sway public opinion on issues such as Obamacare or global warming by presenting the public with accurate facts and expert reports. Such hopes are grounded in a misunderstanding of how humans actually think. Most of our views are shaped by communal groupthink rather than individual rationality, and we hold on to these views out of group loyalty. Bombarding people with facts and exposing their individual ignorance is likely to backfire. Most people don’t like too many facts, and they certainly don’t like to feel stupid. Don’t be so sure that you can convince Tea Party supporters of the truth of global warming by presenting them with sheets of statistical data.

The value for which P=0.05, or 1 in 20, is 1.96 or nearly 2; it is convenient to take this point as a limit in judging whether a deviation ought to be considered significant or not. Deviations exceeding twice the standard deviation are thus formally regarded as significant. Using this criterion we should be led to follow up a false indication only once in 22 trials, even if the statistics were the only guide available. Small effects will still escape notice if the data are insufficiently numerous to bring them out, but no lowering of the standard of significance would meet this difficulty.

There is data [on race and intelligence]. My claim is that it doesn't mean what we think it means. There isn't enough work; there aren't enough people who have done the work – and the definition...I mean, trust me: "heritable" is a serious problem. Because...for example, let's say that there was a belief that people who had a brow ridge, or something, were stupid. And that belief was widespread. And that brow ridge was genetically encoded, and it resulted in people going into the world and facing discrimination in school, let's say, because the brow ridge connoted to the teachers that they were not likely to be intelligent, and therefore they were given simpler lessons; they got dumbtracked or something like that. That would show up as a genetically heritable difference in intelligence between brow-ridged people and non-brow-ridged people. That does not mean that it was encoded in the genome and that it was the brain that was blueprinted...what it means is that some feature that was encoded in the genome caused the environment to interact with the individual in a way that then produced a difference in intellect. [...] It is so early in the study of this stuff, we really don't know. And the taboo nature of those questions is causing a vacuum that is being filled with an artificially pure (and probably not correct) perspective.

A citizen at his home in Rockford, Illinois, or Boulder, Colorado, could read a newspaper, listen to a radio, or watch the round-the-clock coverage on television, but he had no way of connecting with those who shared his views. Nor was there a quick, readily available tool for an ordinary citizen to gather information on his own. In 1960, communication was a one-way street, and information was fundamentally inaccessible. The whole idea of summoning up data or reaching thousands of individuals with the touch of a finger was a science-fiction fantasy.

No matter what I study, I can see patterns. I see the gestalt, the melody within the notes, in everything: mathematics and science, art and music, psychology and sociology. As I read the texts, I can think only that the authors are plodding along from one point to the next, groping for connections that they can’t see. They’re like a crowd of people unable to read music, peering at the score for a Bach sonata, trying to explain how one note leads to another. As glorious as these patterns are, they also whet my appetite for more. There are other patterns waiting to be discovered, gestalts of another scale entirely. With respect to those, I’m blind myself; all my sonatas are just isolated data points by comparison. I have no idea what form such gestalts might assume, but that’ll come in time. I want to find them, and comprehend them. I want this more than anything I’ve ever wanted before.

It is very easy to grow tired at collecting; the period of a low tide is about all men can endure. At first the rocks are bright and every moving animal makes his mark on the attention. The picture is wide and colored and beautiful. But after an hour and a half the attention centers weary, the color fades, and the field is likely to narrow to an individual animal. Here one may observe his own world narrowed down until interest and, with it, observation, flicker and go out. And what if with age this weariness becomes permanent and observation dim out and not recover? Can this be what happens to so many men of science? Enthusiasm, interest, sharpness, dulled with a weariness until finally they retire into easy didacticism? With this weariness, this stultification of attention centers, perhaps there comes the pained and sad memory of what the old excitement was like, and regret might turn to envy of the men who still have it. Then out of the shell of didacticism, such a used-up man might attack the unwearied, and he would have in his hands proper weapons of attack. It does seem certain that to a wearied man an error in a mass of correct data wipes out all the correctness and is a focus for attack; whereas the unwearied man, in his energy and receptivity, might consider the little dross of error a by-product of his effort. These two may balance and produce a purer thing than either in the end. These two may be the stresses which hold up the structure, but it is a sad thing to see the interest in interested men thin out and weaken and die. We have known so many professors who once carried their listeners high on their single enthusiasm, and have seen these same men finally settle back comfortably into lectures prepared years before and never vary them again. Perhaps this is the same narrowing we observe in relation to ourselves and the tide pool—a man looking at reality brings his own limitations to the world. If he has strength and energy of mind the tide pool stretches both ways, digs back to electrons and leaps space into the universe and fights out of the moment into non-conceptual time. Then ecology has a synonym which is ALL.

Presidential campaigns are on the verge of turning into media contests between master operators of the Internet. What once had been substantive debates about the content of governance will reduce candidates to being spokesmen for a marketing effort pursued by methods whose intrusiveness would have been considered only a generation ago the stuff of science fiction. The candidates’ main role may become fund-raising rather than the elaboration of issues. Is the marketing effort designed to convey the candidate’s convictions, or are the convictions expressed by the candidate the reflections of a “big data” research effort into individuals’ likely preferences and prejudices? Can democracy avoid an evolution toward a demagogic outcome based on emotional mass appeal rather than the reasoned process the Founding Fathers imagined?

A modern fad which has gained widespread acceptance amongst the semi-educated who wish to appear secular is the practice of meditation. They proclaim with an air of smug superiority, ‘Main mandir-vandir nahin jaata, meditate karta hoon (I don’t go to temples or other such places, I meditate).’ The exercise involves sitting lotus-pose (padma asana), regulating one’s breathing and making your mind go blank to prevent it from ‘jumping about like monkeys’ from one (thought) branch to another. This intense concentration awakens the kundalini serpent coiled at the base of the spine. It travels upwards through chakras (circles) till it reaches its destination in the cranium. Then the kundalini is fully jaagrit (roused) and the person is assured to have reached his goal. What does meditation achieve? The usual answer is ‘peace of mind’. If you probe further, ‘and what does peace of mind achieve?’, you will get no answer because there is none. Peace of mind is a sterile concept which achieves nothing. The exercise may be justified as therapy for those with disturbed minds or those suffering from hypertension, but there is no evidence to prove that it enhances creativity. On the contrary it can be established by statistical data that all the great works of art, literature, science and music were works of highly agitated minds, at times minds on the verge of collapse. Allama Iqbal’s short prayer is pertinent: Khuda tujhey kisee toofaan say aashna kar dey Keh terey beher kee maujon mein iztiraab naheen (May God bring a storm in your life, There is no agitation in the waves of your life’s ocean.)

Frankly, the overwhelming majority of academics have ignored the data explosion caused by the digital age. The world’s most famous sex researchers stick with the tried and true. They ask a few hundred subjects about their desires; they don’t ask sites like PornHub for their data. The world’s most famous linguists analyze individual texts; they largely ignore the patterns revealed in billions of books. The methodologies taught to graduate students in psychology, political science, and sociology have been, for the most part, untouched by the digital revolution. The broad, mostly unexplored terrain opened by the data explosion has been left to a small number of forward-thinking professors, rebellious grad students, and hobbyists. That will change.

Part Three, that part of formal scientific method called experimentation, is sometimes thought of by romantics as all of science itself because that’s the only part with much visual surface. They see lots of test tubes and bizarre equipment and people running around making discoveries. They do not see the experiment as part of a larger intellectual process and so they often confuse experiments with demonstrations, which look the same. A man conducting a gee-whiz science show with fifty thousand dollars’ worth of Frankenstein equipment is not doing anything scientific if he knows beforehand what the results of his efforts are going to be. A motorcycle mechanic, on the other hand, who honks the horn to see if the battery works is informally conducting a true scientific experiment. He is testing a hypothesis by putting the question to nature. The TV scientist who mutters sadly, “The experiment is a failure; we have failed to achieve what we had hoped for,” is suffering mainly from a bad scriptwriter. An experiment is never a failure solely because it fails to achieve predicted results. An experiment is a failure only when it also fails adequately to test the hypothesis in question, when the data it produces don’t prove anything one way or another.

A humorous treatment of the rigid uniformitarian view came from Mark Twain. Although the shortening of the Mississippi River he referred to was the result of engineering projects eliminating many of the bends in the river, it is a thought-provoking spoof: The Mississippi between Cairo and New Orleans was twelve hundred and fifteen miles long one hundred and seventy-six years ago. . . . Its length is only nine hundred and seventy-three miles at present. Now, if I wanted to be one of those ponderous scientific people, and “let on” to prove what had occurred in the remote past by what had occurred in a given time in the recent past . . . what an opportunity is here! Geology never had such a chance, nor such exact data to argue from! . . . In the space of one hundred and seventy-six years the Lower Mississippi has shortened itself two hundred and forty-two miles. That is an average of a trifle over one mile and a third per year. Therefore, any calm person, who is not blind or idiotic, can see that in the Old Oolitic Silurian Period, just a million years ago next November, the Lower Mississippi River was upwards of one million three hundred thousand miles long, and stuck out over the Gulf of Mexico like a fishing-rod. And by the same token any person can see that seven hundred and forty-two years from now the lower Mississippi will be only a mile and three-quarters long. . . . There is something fascinating about science. One gets such wholesale returns of conjecture out of such a trifling investment of fact.

the consequences of scientific illiteracy are far more dangerous in our time than in any that has come before. It’s perilous and foolhardy for the average citizen to remain ignorant about global warming, say, or ozone depletion, air pollution, toxic and radioactive wastes, acid rain, topsoil erosion, tropical deforestation, exponential population growth. Jobs and wages depend on science and technology. If our nation can’t manufacture, at high quality and low price, products people want to buy, then industries will continue to drift away and transfer a little more prosperity to other parts of the world. Consider the social ramifications of fission and fusion power, supercomputers, data “highways,” abortion, radon, massive reductions in strategic weapons, addiction, government eavesdropping on the lives of its citizens, high-resolution TV, airline and airport safety, fetal tissue transplants, health costs, food additives, drugs to ameliorate mania or depression or schizophrenia, animal rights, superconductivity, morning-after pills, alleged hereditary antisocial predispositions, space stations, going to Mars, finding cures for AIDS and cancer. How can we affect national policy—or even make intelligent decisions in our own lives—if we don’t grasp the underlying issues?

Contemporary man, owing to certain, almost imperceptible conditions of ordinary life which are firmly rooted in modern civilisation and which seem to have become, so to speak, " inevitable " in daily life, has gradually deviated from the natural type he ought to have represented on account of the sum-total of the influences of place and environment in which he was born and reared and which, under normal conditions, without any artificial impediments, would have indicated by their very nature for each individual the lawful path of his development in that final normal type which he ought to have become even in his preparatory age.   Today, civilisation, with its unlimited scope in extending its influence, has wrenched man from the normal conditions in which he should be living.   It is, of course, true that modern civilisation has opened up for man new and vaster horizons in different technical, mechanical and many other so-called " sciences ", thereby enlarging his world perception, but civilisation has, instead of a balanced rising to a higher degree of development, developed only certain sides of his general being to the detriment of others, while, because of the absence of an harmonious education, certain faculties inherent in man have even been completely destroyed, depriving him in this way of the natural privileges of his type. In other words, by not educating the growing generation harmoniously, this civilisation, which should have been, according to common sense, in all respects like a good mother to man, has withheld from him what she should have given him ; and, it appears, that she has even taken from him the possibility of the progressive and balanced development of a new type, which development would have inevitably taken place if only in the course of time and according to the law of general human progress.   From this follows the indubitable fact, which can be clearly established, that, instead of an accomplished individual type, which historical data would show man to have been some centuries ago and one normally in communion with Nature and the environment generating him, there developed instead a being that was uprooted from the soil, unfit for life, and a stranger to all normal conditions of existence.

Once I had been diagnosed with a terminal illness, I began to view the world through two perspectives; I was starting to see death as both doctor and patient. As a doctor, I knew not to declare “Cancer is a battle I’m going to win!” or ask “Why me?” (Answer: Why not me?) I knew a lot about medical care, complications, and treatment algorithms. I quickly learned from my oncologist and my own study that stage IV lung cancer today was a disease whose story might be changing, like AIDS in the late 1980s: still a rapidly fatal illness but with emerging therapies that were, for the first time, providing years of life. While being trained as a physician and scientist had helped me process the data and accept the limits of what that data could reveal about my prognosis, it didn’t help me as a patient. It didn’t tell Lucy and me whether we should go ahead and have a child, or what it meant to nurture a new life while mine faded. Nor did it tell me whether to fight for my career, to reclaim the ambitions I had single-mindedly pursued for so long, but without the surety of the time to complete them. Like my own patients, I had to face my mortality and try to understand what made my life worth living—and I needed Emma’s help to do so. Torn between being a doctor and being a patient, delving into medical science and turning back to literature for answers, I struggled, while facing my own death, to rebuild my old life—or perhaps find a new one. —

Atheism is the default position in any scientific inquiry, just as a-quarkism or a-neutrinoism was. That is, any entity has to earn its admission into a scientific account either via direct evidence for its existence or because it plays some fundamental explanatory role. Before the theoretical need for neutrinos was appreciated (to preserve the conservation of energy) and then later experimental detection was made, they were not part of the accepted physical account of the world. To say physicists in 1900 were 'agnostic' about neutrinos sounds wrong: they just did not believe there were such things. As yet, there is no direct experimental evidence of a deity, and in order for the postulation of a deity to play an explanatory role there would have to be a lot of detail about how it would act. If, as you have suggested, we are not “good judges of how the deity would behave,” then such an unknown and unpredictable deity cannot provide good explanatory grounds for any phenomenon. The problem with the 'minimal view' is that in trying to be as vague as possible about the nature and motivation of the deity, the hypothesis loses any explanatory force, and so cannot be admitted on scientific grounds. Of course, as the example of quarks and neutrinos shows, scientific accounts change in response to new data and new theory. The default position can be overcome.

Empirically, things are poignant, tragic, beautiful, humorous, settled, disturbed, comfortable, annoying, barren, harsh, consoling, splendid, fearful; are such immediately and in their own right and behalf.... These traits stand in themselves on precisely the same level as colours, sounds, qualities of contact, taste and smell. Any criterion that finds the latter to be ultimate and "hard" data will, impartially applied, come to the same conclusion about the former. -Any- quality as such is final; it is at once initial and terminal; just what it is as it exists. it may be referred to other things, it may be treated as an effect or a sign. But this involves an extraneous extension and use. It takes us beyond quality in its immediate qualitativeness.... The surrender of immediate qualities, sensory and significant, as objects of science, and as proper forms of classification and understanding, left in reality these immediate qualities just as they were; since they are -had- there is no need to -know- them. But... the traditional view that the object of knowledge is reality par excellence led to the conclusion that the object of science was preeminently metaphysically real. Hence, immediate qualities, being extended from the object of science, were left thereby hanging loose from the "real" object. Since their -existence- could not be denied, they were gathered together into a psychic realm of being, set over against the object of physics. Given this premise, all the problems regarding the relation of mind and matter, the psychic and the bodily, necessarily follow. Change the metaphysical premise; restore, that is to say, immediate qualities to their rightful position as qualities of inclusive situations, and the problems in question cease to be epistemological problems. They become specifiable scientific problems; questions, that is to say, of how such and such an event having such and such qualities actually occurs.

Sound waves, regardless of their frequency or intensity, can only be detected by the Mole Fly’s acute sense of smell—it is a little known fact that the Mole Fly’s auditory receptors do not, in fact, have a corresponding center in the brain designated for the purposes of processing sensory stimuli and so, these stimuli, instead of being siphoned out as noise, bypass the filters to be translated, oddly enough, by the part of the brain that processes smell. Consequently, the Mole Fly’s brain, in its inevitable confusion, understands sound as an aroma, rendering the boundary line between the auditory and olfactory sense indistinguishable. Sounds, thus, come in a variety of scents with an intensity proportional to its frequency. Sounds of shorter wavelength, for example, are particularly pungent. What results is a species of creature that cannot conceptualize the possibility that sound and smell are separate entities, despite its ability to discriminate between the exactitudes of pitch, timbre, tone, scent, and flavor to an alarming degree of precision. Yet, despite this ability to hyper-analyze, they lack the cognitive skill to laterally link successions of either sound or smell into a meaningful context, resulting in the equivalent of a data overflow. And this may be the most defining element of the Mole Fly’s behavior: a blatant disregard for the context of perception, in favor of analyzing those remote and diminutive properties that distinguish one element from another. While sensory continuity seems logical to their visual perception, as things are subject to change from moment-to-moment, such is not the case with their olfactory sense, as delays in sensing new smells are granted a degree of normality by the brain. Thus, the Mole Fly’s olfactory-auditory complex seems to be deprived of the sensory continuity otherwise afforded in the auditory senses of other species. And so, instead of sensing aromas and sounds continuously over a period of time—for example, instead of sensing them 24-30 times per second, as would be the case with their visual perception—they tend to process changes in sound and smell much more slowly, thereby preventing them from effectively plotting the variations thereof into an array or any kind of meaningful framework that would allow the information provided by their olfactory and auditory stimuli to be lasting in their usefulness. The Mole flies, themselves, being the structurally-obsessed and compulsive creatures that they are, in all their habitual collecting, organizing, and re-organizing of found objects into mammoth installations of optimal functional value, are remarkably easy to control, especially as they are given to a rather false and arbitrary sense of hierarchy, ascribing positions—that are otherwise trivial, yet necessarily mundane if only to obscure their true purpose—with an unfathomable amount of honor, to the logical extreme that the few chosen to serve in their most esteemed ranks are imbued with a kind of obligatory arrogance that begins in the pupal stages and extends indefinitely, as they are further nurtured well into adulthood by a society that infuses its heroes of middle management with an immeasurable sense of importance—a kind of celebrity status recognized by the masses as a living embodiment of their ideals. And yet, despite this culture of celebrity worship and vicarious living, all whims and impulses fall subservient, dropping humbly to the knees—yes, Mole Flies do, in fact, have knees!—before the grace of the merciful Queen, who is, in actuality, just a puppet dictator installed by the Melic papacy, using an old recycled Damsel fly-fishing lure. The dummy is crude, but convincing, as the Mole flies treat it as they would their true-born queen.