The Chasm | Think Like A Coder, Ep 6

449,226 views ・ 2020-01-30

TED-Ed


Please double-click on the English subtitles below to play the video.

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Ethic, Hedge, and Octavia stand on the edge of a bottomless ravine.
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It’s the only thing between them and the tower
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that houses the second of three powerful artifacts.
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They’ve got a brief window of time to get across before the guards return.
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With Hedge’s fuel gauge on empty he won’t be able to fly Ethic across,
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so the only option is to make a bridge.
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Fortunately, the floating stacks of stones nearby are bridge components—
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invented by Octavia herself— called hover-blocks.
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Activate a pile with a burst of energy,
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and they’ll self-assemble to span the ravine as Ethic walks across.
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But there is, of course, a catch.
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The hover-blocks are only stable when they’re perfectly palindromic.
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Meaning they have to form a sequence
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that’s the same when viewed forwards and backwards.
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The stacks start in random orders,
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but will always put themselves into a palindromic configuration
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if they can.
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If they get to a point where a palindrome isn’t possible,
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the bridge will collapse,
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and whoever’s on it will fall into the ravine.
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Let’s look at an example.
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This stack would make itself stable.
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First the A blocks hold themselves in place.
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Then the B’s.
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And finally the C would nestle right between the B’s.
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However, suppose there was one more A.
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First two A blocks form up, then two B’s,
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but now the remaining C and A have nowhere to go,
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so the whole thing falls apart.
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The Node of Power enables Hedge to energize a single stack of blocks.
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What instructions can Ethic give Hedge to allow him to efficiently find
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and power a stable palindromic stack?
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Pause now to figure it out for yourself.
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Examples of palindromes include ANNA, RACECAR, and MADAM IM ADAM.
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Counting the number of times a given letter appears in a palindrome
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will reveal a helpful pattern.
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Pause now to figure it out for yourself.
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Let’s first look at a naïve solution to this problem.
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A naïve solution is a simple, brute-force approach that isn’t optimized—
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but will get the job done.
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Naïve solutions are helpful ways to analyze problems,
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and work as stepping stones to better solutions.
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In this case, a naïve solution is to approach a pile of blocks,
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try all the arrangements,
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and see if one is a palindrome by reading it forward and then backwards.
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The problem with this approach
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is that it would take a tremendous amount of time.
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If Hedge tried one combination every second,
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a stack of just 10 different blocks would take him 42 days to exhaust.
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That’s because the total time is a function of the factorial
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of the number of blocks there are.
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10 blocks have over 3 million combinations.
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What this naïve solution shows is that we need a much faster way
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to tell whether a pile of blocks can form a palindrome.
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To start, it may be intuitively clear that a pile of all different blocks
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will never form one.
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Why?
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The first and last blocks can’t be the same if there are no repeats.
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So when can a given sequence become a palindrome?
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One way to figure that out is to analyze a few existing palindromes.
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In ANNA, there are 2 A’s and 2 N’s.
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RACECAR has 2 R’s, 2 A’s, 2 C’s, and 1 E.
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And MADAM IM ADAM has 4 M’s, 4 A’s, 2 D’s, and 1 I.
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The pattern here is that most of the letters occur
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an even number of times,
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and there’s at most 1 that occurs just once.
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Is that it?
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What if RACECAR had 3 E’s instead of 1?
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We could tack the new E’s onto the ends and still get a palindrome,
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so 3 is ok.
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But make that 3 E’s and 3 C’s, and there’s nowhere for the last C to go.
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So the most generalized insight is that
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at most one letter can appear an odd number of times,
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but the rest have to be even.
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Hedge can count the letters in each stack and organize them into a dictionary,
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which is a tidy way of storing information.
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A loop could then go through and count how many times odd numbers appear.
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If there are less than 2 odd characters, the stack can be made into a palindrome.
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This approach is much, much faster than the naïve solution.
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Instead of factorial time, it takes linear time.
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That’s where the time increases
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in proportion to the number of blocks there are.
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Now write a loop for Hedge to approach the piles individually,
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and stop when he finds a good one, and you’ll be ready to go.
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Here’s what happens:
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Hedge is fast, but there are so many piles it takes a long time.
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Too long.
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Ethic and Hedge are safe.
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But Octavia is not so lucky.
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