WEBVTT

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<00:00:15.400>it. <00:00:15.540>How <00:00:15.680>many <00:00:15.820>of <00:00:15.960>you <00:00:16.100>here <00:00:16.240>have <00:00:16.379>even <00:00:16.520>heard <00:00:16.660>of <00:00:16.800>our

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<00:00:18.900>all <00:00:19.099>right. <00:00:19.299>Oh, <00:00:19.500>I <00:00:19.700>see. <00:00:19.900>Oh <00:00:20.099>nice. <00:00:20.299>That's

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<00:00:21.100>cool. <00:00:21.240>That's <00:00:21.380>cool. <00:00:21.520>How <00:00:21.660>many <00:00:21.800>if <00:00:21.940>you <00:00:22.080>have <00:00:22.220>actively <00:00:22.360>used <00:00:22.500>are

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<00:00:25.700>Oh <00:00:25.855>nice <00:00:26.011>nice. <00:00:26.166>That's <00:00:26.322>that's <00:00:26.477>a <00:00:26.633>better <00:00:26.788>audience <00:00:26.944>that <00:00:27.099>I

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<00:00:28.600>expected. <00:00:28.833>Awesome <00:00:29.066>reason <00:00:29.300>why <00:00:29.533>I'm <00:00:29.766>asking <00:00:30.000>you

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<00:00:31.100>is <00:00:31.207>not <00:00:31.315>to <00:00:31.423>be <00:00:31.530>cheesy. <00:00:31.638>You <00:00:31.746>know, <00:00:31.853>I <00:00:31.961>can <00:00:32.069>let's <00:00:32.176>engage <00:00:32.284>the <00:00:32.392>audience <00:00:32.500>and

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<00:00:34.200>let's <00:00:34.492>ask <00:00:34.785>the <00:00:35.077>question. <00:00:35.370>Oh

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<00:00:39.200>Berlin <00:00:39.340>two <00:00:39.480>weeks <00:00:39.620>ago <00:00:39.760>on <00:00:39.900>another <00:00:40.040>conference <00:00:40.180>and <00:00:40.320>I <00:00:40.460>was <00:00:40.600>just

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<00:00:42.200>chatting <00:00:42.400>with <00:00:42.600>another <00:00:42.800>speaker <00:00:43.000>and <00:00:43.200>I <00:00:43.400>casually <00:00:43.600>mentioned

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<00:00:48.400>developers <00:00:48.616>and <00:00:48.832>I'll <00:00:49.048>be <00:00:49.264>talking <00:00:49.480>about

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<00:00:51.300>And <00:00:51.427>my <00:00:51.554>expectation <00:00:51.681>was <00:00:51.809>that <00:00:51.936>he <00:00:52.063>will <00:00:52.190>either <00:00:52.318>be <00:00:52.445>like <00:00:52.572>wow, <00:00:52.699>or

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<00:00:56.700>What <00:00:56.933>I <00:00:57.166>didn't <00:00:57.400>expect <00:00:57.633>was <00:00:57.866>his <00:00:58.100>reaction.

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<00:00:59.500>He <00:00:59.780>was <00:01:00.060>literally <00:01:00.340>point <00:01:00.620>blank <00:01:00.900>asked

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<00:01:02.800>me <00:01:03.070>why.

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<00:01:04.500>Like <00:01:04.700>why <00:01:04.900>would <00:01:05.099>you <00:01:05.300>talk <00:01:05.500>about <00:01:05.700>time <00:01:05.900>and

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<00:01:10.400>my <00:01:10.527>confidence. <00:01:10.654>Like <00:01:10.781>I <00:01:10.909>was <00:01:11.036>like, <00:01:11.163>yeah <00:01:11.290>really <00:01:11.418>like <00:01:11.545>why <00:01:11.672>are <00:01:11.800>like

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<00:01:13.800>today <00:01:14.266>actually <00:01:14.733>submit <00:01:15.200>the

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<00:01:16.600>wrong <00:01:16.755>subject <00:01:16.911>do <00:01:17.066>they <00:01:17.222>miss <00:01:17.377>the <00:01:17.533>audience <00:01:17.688>or <00:01:17.844>whatever <00:01:18.000>like

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<00:01:22.700>topic, <00:01:23.015>you <00:01:23.330>know.

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<00:01:24.300>And <00:01:24.407>obviously <00:01:24.515>got <00:01:24.623>me <00:01:24.730>thinking <00:01:24.838>but <00:01:24.946>I <00:01:25.053>only <00:01:25.161>had <00:01:25.269>a <00:01:25.376>limited <00:01:25.484>time <00:01:25.592>to <00:01:25.700>think

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<00:01:27.500>about <00:01:27.655>it <00:01:27.811>and <00:01:27.966>I <00:01:28.122>think <00:01:28.277>I <00:01:28.433>came <00:01:28.588>with <00:01:28.744>came <00:01:28.900>up

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<00:01:30.200>with <00:01:30.375>a <00:01:30.550>couple <00:01:30.725>of <00:01:30.900>reasons <00:01:31.075>to <00:01:31.250>be <00:01:31.425>honest <00:01:31.600>now.

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<00:01:32.900>If <00:01:33.100>you <00:01:33.300>literally <00:01:33.500>need <00:01:33.700>one <00:01:33.900>reason <00:01:34.100>to <00:01:34.300>answer

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<00:01:35.300>the <00:01:35.533>why <00:01:35.766>our <00:01:36.000>question <00:01:36.233>I'll <00:01:36.466>give <00:01:36.700>you

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one.

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<00:01:38.900>The <00:01:39.133>area <00:01:39.366>index <00:01:39.600>started <00:01:39.833>one. <00:01:40.066>It's <00:01:40.300>it's

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<00:01:41.200>probably <00:01:41.433>the <00:01:41.666>only <00:01:41.900>language <00:01:42.133>except <00:01:42.366>420 <00:01:42.600>that

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<00:01:44.600>got <00:01:44.716>it <00:01:44.833>right <00:01:44.949>to <00:01:45.066>be <00:01:45.183>honest. <00:01:45.300>Like <00:01:45.416>it's <00:01:45.533>not <00:01:45.649>zero. <00:01:45.766>It's <00:01:45.883>one <00:01:46.000>but

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<00:01:47.400>like <00:01:47.555>it's <00:01:47.711>like <00:01:47.866>one <00:01:48.022>reason <00:01:48.177>there <00:01:48.333>it <00:01:48.488>is. <00:01:48.644>Right. <00:01:48.800>It's

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<00:01:50.200>it's <00:01:50.375>like <00:01:50.550>that <00:01:50.725>big <00:01:50.900>arrow <00:01:51.075>pointing <00:01:51.250>pointing <00:01:51.425>towards <00:01:51.600>the

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<00:01:53.200>answer, <00:01:53.650>you <00:01:54.100>know <00:01:54.550>now

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<00:01:55.800>There <00:01:55.955>are <00:01:56.111>a <00:01:56.266>couple <00:01:56.422>of <00:01:56.577>other <00:01:56.733>reasons <00:01:56.888>to <00:01:57.044>be <00:01:57.200>honest

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<00:01:58.100>for <00:01:58.240>two. <00:01:58.380>It's <00:01:58.520>it's <00:01:58.660>a <00:01:58.800>beautiful <00:01:58.940>language <00:01:59.080>the <00:01:59.220>community <00:01:59.360>is <00:01:59.500>incredibly

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<00:02:01.900>loving <00:02:02.180>and <00:02:02.460>supporting <00:02:02.740>and <00:02:03.020>whatever <00:02:03.300>but

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<00:02:04.200>like <00:02:04.433>everything <00:02:04.666>positive. <00:02:04.900>That's <00:02:05.133>the <00:02:05.366>art <00:02:05.600>community.

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<00:02:07.300>Everything <00:02:07.580>is <00:02:07.860>super <00:02:08.139>sweet <00:02:08.419>and <00:02:08.699>stuff.

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<00:02:10.199>and <00:02:10.549>there's <00:02:10.899>something <00:02:11.250>deeper <00:02:11.600>actually

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<00:02:13.600>to <00:02:13.755>be <00:02:13.911>honest <00:02:14.066>and <00:02:14.222>to <00:02:14.377>understand <00:02:14.533>the <00:02:14.688>deeper <00:02:14.844>like <00:02:15.000>why

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are

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<00:02:17.900>I'll <00:02:18.133>go <00:02:18.366>a <00:02:18.600>bit <00:02:18.833>deeper <00:02:19.066>into <00:02:19.300>discussion,

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<00:02:20.500>but <00:02:20.890>bear <00:02:21.280>with <00:02:21.670>me.

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now

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<00:02:25.500>I'm <00:02:25.675>assuming <00:02:25.850>some <00:02:26.025>of <00:02:26.200>you <00:02:26.375>know <00:02:26.550>me <00:02:26.725>here. <00:02:26.900>Like

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<00:02:28.200>I <00:02:28.339>know <00:02:28.480>some <00:02:28.619>people <00:02:28.760>do <00:02:28.899>know <00:02:29.040>me <00:02:29.179>and <00:02:29.320>if <00:02:29.459>you <00:02:29.600>were

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<00:02:31.500>to <00:02:31.616>know <00:02:31.733>me <00:02:31.850>and <00:02:31.966>follow <00:02:32.083>me <00:02:32.200>on <00:02:32.316>social <00:02:32.433>media, <00:02:32.550>you <00:02:32.666>might <00:02:32.783>have <00:02:32.900>noticed

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<00:02:34.500>at <00:02:34.655>some <00:02:34.811>point <00:02:34.966>that <00:02:35.122>I <00:02:35.277>became <00:02:35.433>a <00:02:35.588>father <00:02:35.744>recent, <00:02:35.900>you

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<00:02:37.200>know, <00:02:37.299>because <00:02:37.399>I'm <00:02:37.500>posting <00:02:37.600>about <00:02:37.700>it <00:02:37.799>every <00:02:37.899>second <00:02:38.000>day. <00:02:38.100>So <00:02:38.200>you <00:02:38.299>might <00:02:38.399>have <00:02:38.500>casually <00:02:38.600>caught

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<00:02:40.900>it. <00:02:41.180>You <00:02:41.460>know, <00:02:41.740>now <00:02:42.020>this <00:02:42.300>little

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<00:02:43.100>boy <00:02:43.275>here <00:02:43.450>except <00:02:43.625>for <00:02:43.799>for <00:02:43.975>keeping <00:02:44.150>away <00:02:44.325>like <00:02:44.500>for

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<00:02:46.500>two <00:02:46.780>months <00:02:47.060>right <00:02:47.340>three <00:02:47.620>months <00:02:47.900>straight.

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<00:02:49.700>There <00:02:49.855>is <00:02:50.011>something <00:02:50.166>quite <00:02:50.322>interesting <00:02:50.477>about <00:02:50.633>him <00:02:50.788>and <00:02:50.944>babies <00:02:51.100>in

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general.

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<00:02:54.800>Babies <00:02:55.080>like <00:02:55.360>newborns <00:02:55.640>come <00:02:55.920>with <00:02:56.200>inbuilt

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<00:02:57.600>pattern <00:02:57.833>matching <00:02:58.066>mechanisms, <00:02:58.299>you <00:02:58.533>know <00:02:58.766>like <00:02:59.000>but

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<00:03:00.300>the <00:03:00.533>moment <00:03:00.766>they <00:03:01.000>are <00:03:01.233>out <00:03:01.466>of <00:03:01.700>the

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<00:03:03.100>womb, <00:03:03.227>you <00:03:03.354>know, <00:03:03.481>they <00:03:03.609>would <00:03:03.736>like <00:03:03.863>see <00:03:03.990>a <00:03:04.118>tit <00:03:04.245>and <00:03:04.372>take <00:03:04.500>a

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<00:03:06.200>suck <00:03:06.293>on <00:03:06.386>it <00:03:06.480>and <00:03:06.573>they <00:03:06.666>can <00:03:06.760>survive <00:03:06.853>but <00:03:06.946>like <00:03:07.040>that's <00:03:07.133>the <00:03:07.226>evolution <00:03:07.320>it <00:03:07.413>is <00:03:07.506>best <00:03:07.600>right

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<00:03:09.500>now. <00:03:09.850>That's <00:03:10.200>awesome. <00:03:10.550>But <00:03:10.900>there

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<00:03:12.800>is <00:03:12.975>one <00:03:13.150>problem. <00:03:13.325>They're <00:03:13.500>kind <00:03:13.675>of <00:03:13.850>stupid <00:03:14.025>as <00:03:14.200>well.

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<00:03:15.200>So <00:03:15.339>everything <00:03:15.480>that <00:03:15.619>would <00:03:15.760>also <00:03:15.899>look <00:03:16.040>like <00:03:16.179>a <00:03:16.320>title <00:03:16.459>track <00:03:16.600>second

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<00:03:18.200>on <00:03:18.299>it. <00:03:18.399>So <00:03:18.500>we <00:03:18.600>had <00:03:18.700>a <00:03:18.799>situation <00:03:18.899>where <00:03:19.000>he <00:03:19.100>actually <00:03:19.200>tried <00:03:19.299>sucking <00:03:19.399>my <00:03:19.500>wife's <00:03:19.600>nose

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<00:03:21.400>and <00:03:21.493>he <00:03:21.586>had <00:03:21.680>a <00:03:21.773>hell <00:03:21.866>of <00:03:21.960>a <00:03:22.053>time, <00:03:22.146>you <00:03:22.240>know, <00:03:22.333>so <00:03:22.426>he <00:03:22.520>didn't <00:03:22.613>really <00:03:22.706>like <00:03:22.800>it.

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<00:03:24.300>So <00:03:24.500>there <00:03:24.700>were <00:03:24.900>you <00:03:25.100>can <00:03:25.300>be <00:03:25.500>right <00:03:25.700>and

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<00:03:27.400>you <00:03:27.625>can <00:03:27.850>be <00:03:28.075>wrong <00:03:28.300>but

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<00:03:29.700>That's <00:03:29.899>something <00:03:30.100>you <00:03:30.299>come <00:03:30.500>pre-built <00:03:30.700>with. <00:03:30.899>All <00:03:31.100>right,

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<00:03:32.400>some <00:03:32.600>things <00:03:32.800>other <00:03:33.000>things <00:03:33.200>you <00:03:33.400>learn <00:03:33.600>throughout <00:03:33.800>the

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<00:03:35.100>life, <00:03:35.227>you <00:03:35.354>know, <00:03:35.481>like <00:03:35.609>you <00:03:35.736>you <00:03:35.863>learn <00:03:35.990>how <00:03:36.118>to <00:03:36.245>identify <00:03:36.372>things <00:03:36.500>and

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<00:03:38.500>usually <00:03:38.780>basically <00:03:39.060>whenever <00:03:39.340>you <00:03:39.620>see <00:03:39.900>something

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<00:03:41.600>Usually <00:03:41.739>evaluate <00:03:41.880>better. <00:03:42.019>You <00:03:42.160>can <00:03:42.299>eat <00:03:42.440>it <00:03:42.579>or <00:03:42.720>make <00:03:42.859>better <00:03:43.000>you

78
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<00:03:44.300>can <00:03:44.407>use <00:03:44.515>it, <00:03:44.623>you <00:03:44.730>know, <00:03:44.838>and <00:03:44.946>that's <00:03:45.053>basically <00:03:45.161>how <00:03:45.269>we <00:03:45.376>develop <00:03:45.484>our <00:03:45.592>Learning <00:03:45.700>System.

79
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now

80
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<00:03:49.400>the <00:03:49.600>problem <00:03:49.800>is <00:03:50.000>about <00:03:50.200>the <00:03:50.400>things <00:03:50.600>that <00:03:50.800>I

81
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<00:03:53.200>that <00:03:53.380>you <00:03:53.560>don't <00:03:53.739>really <00:03:53.920>know <00:03:54.100>about.

82
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<00:03:55.400>Basically, <00:03:55.600>if <00:03:55.800>you're <00:03:56.000>not <00:03:56.200>given <00:03:56.400>tools <00:03:56.600>to <00:03:56.800>work

83
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<00:03:58.500>with <00:03:58.627>a <00:03:58.754>thing, <00:03:58.881>we <00:03:59.009>can't <00:03:59.136>just <00:03:59.263>find <00:03:59.390>out <00:03:59.518>anything <00:03:59.645>about <00:03:59.772>it. <00:03:59.900>Even

84
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<00:04:01.200>if <00:04:01.293>there <00:04:01.386>is <00:04:01.480>something <00:04:01.573>to <00:04:01.666>it <00:04:01.760>you <00:04:01.853>will <00:04:01.946>miss <00:04:02.040>it <00:04:02.133>because <00:04:02.226>you <00:04:02.320>just <00:04:02.413>don't <00:04:02.506>know <00:04:02.600>how

85
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<00:04:04.200>to <00:04:04.380>look <00:04:04.560>into <00:04:04.740>it.

86
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<00:04:05.700>And <00:04:05.855>believe <00:04:06.011>it <00:04:06.166>or <00:04:06.322>not. <00:04:06.477>I'll <00:04:06.633>give <00:04:06.788>you <00:04:06.944>an <00:04:07.100>example.

87
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<00:04:08.900>I'll <00:04:09.100>assume <00:04:09.300>that <00:04:09.500>some <00:04:09.700>of <00:04:09.900>you <00:04:10.100>might <00:04:10.300>know

88
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<00:04:11.200>about <00:04:11.470>this.

89
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<00:04:12.200>It's <00:04:12.399>a <00:04:12.600>Salvador <00:04:12.799>zavi <00:04:13.000>painting <00:04:13.200>and <00:04:13.399>if <00:04:13.600>you

90
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<00:04:15.600>have <00:04:15.755>no <00:04:15.911>clue <00:04:16.066>what <00:04:16.222>you're <00:04:16.377>looking <00:04:16.533>at, <00:04:16.688>you <00:04:16.844>might <00:04:17.000>pass

91
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<00:04:18.300>by <00:04:18.416>it <00:04:18.533>and <00:04:18.650>see <00:04:18.766>like <00:04:18.883>oh, <00:04:19.000>well, <00:04:19.116>there <00:04:19.233>are <00:04:19.350>some <00:04:19.466>watches <00:04:19.583>and <00:04:19.700>whatever

92
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<00:04:21.600>and <00:04:21.880>cool. <00:04:22.160>There's <00:04:22.440>a <00:04:22.720>mountain <00:04:23.000>a

93
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<00:04:24.400>tree <00:04:24.539>you <00:04:24.679>might <00:04:24.820>pass <00:04:24.960>by <00:04:25.099>it <00:04:25.239>and <00:04:25.380>not <00:04:25.520>give <00:04:25.659>not <00:04:25.799>giving

94
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<00:04:27.300>not <00:04:27.516>give <00:04:27.732>it <00:04:27.948>a <00:04:28.164>second <00:04:28.380>thought.

95
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<00:04:30.100>And <00:04:30.207>that's <00:04:30.315>a <00:04:30.423>Pity <00:04:30.530>because <00:04:30.638>if <00:04:30.746>I <00:04:30.853>were <00:04:30.961>to <00:04:31.069>give <00:04:31.176>you <00:04:31.284>the <00:04:31.392>tools <00:04:31.500>to

96
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<00:04:33.500>look <00:04:33.655>into <00:04:33.811>this <00:04:33.966>to <00:04:34.122>understand <00:04:34.277>how <00:04:34.433>to <00:04:34.588>analyze <00:04:34.744>this <00:04:34.900>you

97
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<00:04:36.600>might <00:04:36.755>see <00:04:36.911>a <00:04:37.066>lot <00:04:37.222>of <00:04:37.377>deeper <00:04:37.533>things <00:04:37.688>now, <00:04:37.844>I'm <00:04:38.000>hoping

98
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<00:04:39.100>that <00:04:39.275>my <00:04:39.450>magnifier <00:04:39.625>will <00:04:39.800>work <00:04:39.975>does <00:04:40.150>it <00:04:40.325>it <00:04:40.500>doesn't

99
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<00:04:42.300>work. <00:04:42.650>That <00:04:43.000>sucks. <00:04:43.350>All <00:04:43.700>right.

100
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<00:04:45.100>So <00:04:45.300>if <00:04:45.500>you <00:04:45.700>look <00:04:45.900>deeper <00:04:46.100>into <00:04:46.300>this <00:04:46.500>this

101
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<00:04:48.700>figure <00:04:48.875>here, <00:04:49.050>you <00:04:49.224>might <00:04:49.400>notice <00:04:49.575>that <00:04:49.750>it <00:04:49.925>resembles <00:04:50.099>actually

102
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<00:04:51.800>a <00:04:52.000>human <00:04:52.200>form <00:04:52.400>a <00:04:52.600>human <00:04:52.800>shape. <00:04:53.000>And <00:04:53.200>basically

103
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<00:04:54.600>it's <00:04:54.800>a <00:04:55.000>sleeping <00:04:55.200>human <00:04:55.400>because <00:04:55.600>this <00:04:55.800>right <00:04:56.000>here

104
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<00:04:57.500>has <00:04:57.640>eyelashes <00:04:57.780>and <00:04:57.920>this <00:04:58.060>is <00:04:58.200>an <00:04:58.340>eye <00:04:58.480>which <00:04:58.620>is <00:04:58.760>gold <00:04:58.900>which

105
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<00:05:00.300>means <00:05:00.475>that <00:05:00.650>this <00:05:00.825>thing <00:05:01.000>is <00:05:01.175>sleeping <00:05:01.350>and <00:05:01.525>the <00:05:01.700>left

106
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<00:05:03.500>hand <00:05:03.655>side <00:05:03.811>you <00:05:03.966>have <00:05:04.122>this <00:05:04.277>Jesus <00:05:04.433>Christ <00:05:04.588>you <00:05:04.744>have <00:05:04.900>this

107
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<00:05:06.800>You <00:05:07.033>have <00:05:07.266>this <00:05:07.500>red <00:05:07.733>watch <00:05:07.966>with <00:05:08.200>ants

108
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<00:05:09.900>on <00:05:10.075>it. <00:05:10.250>The <00:05:10.424>resolution <00:05:10.599>seems <00:05:10.775>to <00:05:10.950>be <00:05:11.125>crazy. <00:05:11.299>But

109
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<00:05:12.200>anyway, <00:05:12.375>you <00:05:12.550>have <00:05:12.724>ants <00:05:12.900>which <00:05:13.075>mean <00:05:13.250>that <00:05:13.425>some <00:05:13.599>ants

110
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<00:05:15.900>usually <00:05:16.075>mean <00:05:16.250>that <00:05:16.424>something <00:05:16.599>is <00:05:16.775>disintegrating <00:05:16.950>and <00:05:17.125>stuff <00:05:17.299>for

111
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<00:05:18.100>that. <00:05:18.227>And <00:05:18.354>on <00:05:18.481>the <00:05:18.609>blue <00:05:18.736>watch <00:05:18.863>there <00:05:18.990>is <00:05:19.118>a <00:05:19.245>fly <00:05:19.372>that <00:05:19.500>cats

112
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<00:05:21.700>are <00:05:21.840>human <00:05:21.979>figure <00:05:22.120>and <00:05:22.260>stuff <00:05:22.400>like <00:05:22.539>that. <00:05:22.680>So <00:05:22.820>the <00:05:22.960>moment <00:05:23.099>they

113
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<00:05:24.200>start <00:05:24.316>giving <00:05:24.433>you <00:05:24.550>clothes <00:05:24.666>the <00:05:24.783>moment <00:05:24.900>I <00:05:25.016>start <00:05:25.133>giving <00:05:25.250>you <00:05:25.366>tools. <00:05:25.483>You're <00:05:25.599>actually

114
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<00:05:27.100>start <00:05:27.275>seeing <00:05:27.450>more <00:05:27.625>of <00:05:27.800>it. <00:05:27.975>Then <00:05:28.150>you <00:05:28.325>initially <00:05:28.500>saw

115
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<00:05:31.200>And <00:05:31.327>the <00:05:31.454>reason <00:05:31.581>why <00:05:31.709>I'm <00:05:31.836>talking <00:05:31.963>about <00:05:32.090>this <00:05:32.218>is <00:05:32.345>because <00:05:32.472>sometimes <00:05:32.599>you

116
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<00:05:34.900>have <00:05:35.075>a <00:05:35.250>lot <00:05:35.424>of <00:05:35.599>data <00:05:35.775>at <00:05:35.950>hand, <00:05:36.125>but <00:05:36.299>you

117
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<00:05:37.400>have <00:05:37.599>no <00:05:37.799>idea <00:05:38.000>how <00:05:38.200>to <00:05:38.400>use <00:05:38.599>it, <00:05:38.799>right?

118
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<00:05:40.300>And <00:05:40.427>basically <00:05:40.554>that's <00:05:40.681>why <00:05:40.809>I'm <00:05:40.936>here <00:05:41.063>today <00:05:41.190>to <00:05:41.318>talk <00:05:41.445>about <00:05:41.572>that <00:05:41.700>one

119
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<00:05:43.600>crazy <00:05:43.755>tool <00:05:43.911>that <00:05:44.066>you <00:05:44.222>might <00:05:44.377>have <00:05:44.533>in <00:05:44.688>your <00:05:44.844>toolbox <00:05:45.000>or

120
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<00:05:46.300>in <00:05:46.455>your <00:05:46.611>garage. <00:05:46.766>And <00:05:46.922>you <00:05:47.077>either <00:05:47.233>have <00:05:47.388>no <00:05:47.544>idea <00:05:47.700>what

121
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<00:05:49.200>it <00:05:49.307>is <00:05:49.415>or <00:05:49.523>how <00:05:49.630>to <00:05:49.738>use <00:05:49.846>it. <00:05:49.953>But <00:05:50.061>once <00:05:50.169>I <00:05:50.276>show <00:05:50.384>you <00:05:50.492>or <00:05:50.599>once

122
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<00:05:52.400>you <00:05:52.516>need <00:05:52.633>it, <00:05:52.750>it's <00:05:52.866>like <00:05:52.983>it's <00:05:53.099>like <00:05:53.216>one <00:05:53.333>of <00:05:53.450>the <00:05:53.566>best <00:05:53.683>tools <00:05:53.799>for

123
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<00:05:55.100>the <00:05:55.227>job <00:05:55.354>at <00:05:55.481>hand <00:05:55.609>and <00:05:55.736>this <00:05:55.863>is <00:05:55.990>actually <00:05:56.118>something <00:05:56.245>weird <00:05:56.372>tool <00:05:56.500>for

124
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<00:05:58.100>cutting <00:05:58.300>is <00:05:58.500>awesome. <00:05:58.700>Whatever <00:05:58.900>but <00:05:59.100>basically <00:05:59.300>R <00:05:59.500>is

125
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<00:06:01.500>just <00:06:01.700>like <00:06:01.900>that <00:06:02.100>one <00:06:02.300>specific <00:06:02.500>tool <00:06:02.700>which <00:06:02.900>you

126
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<00:06:04.600>use <00:06:04.727>if <00:06:04.854>you <00:06:04.981>need <00:06:05.109>to <00:06:05.236>work <00:06:05.363>with <00:06:05.490>data <00:06:05.618>or <00:06:05.745>do <00:06:05.872>data <00:06:06.000>science

127
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<00:06:07.700>or <00:06:07.900>something <00:06:08.099>like <00:06:08.300>that <00:06:08.500>and <00:06:08.700>it's <00:06:08.900>exactly <00:06:09.099>the

128
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<00:06:10.300>same <00:06:10.455>like <00:06:10.611>wait <00:06:10.766>for <00:06:10.922>it. <00:06:11.077>Like <00:06:11.233>just <00:06:11.388>like <00:06:11.544>php's <00:06:11.700>perfect

129
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<00:06:13.700>for <00:06:13.875>backend <00:06:14.050>apps <00:06:14.224>for <00:06:14.400>web <00:06:14.575>apps <00:06:14.750>and <00:06:14.925>and <00:06:15.099>don't

130
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<00:06:16.200>give <00:06:16.340>a <00:06:16.479>hard <00:06:16.620>time <00:06:16.760>here. <00:06:16.900>I <00:06:17.039>mean <00:06:17.180>you <00:06:17.320>can <00:06:17.460>do <00:06:17.599>data

131
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<00:06:19.600>science <00:06:19.800>and <00:06:20.000>everything <00:06:20.200>in <00:06:20.400>Java <00:06:20.600>python. <00:06:20.800>Maybe <00:06:21.000>you

132
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<00:06:22.400>can <00:06:22.575>be <00:06:22.750>crazy <00:06:22.924>to <00:06:23.099>go <00:06:23.275>C++ <00:06:23.450>route. <00:06:23.625>But <00:06:23.799>if

133
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<00:06:25.600>you <00:06:25.800>want <00:06:26.000>to <00:06:26.200>use <00:06:26.400>the <00:06:26.600>best <00:06:26.800>tool <00:06:27.000>for

134
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<00:06:28.200>the <00:06:28.355>best <00:06:28.511>job, <00:06:28.666>it's <00:06:28.822>like <00:06:28.977>it's <00:06:29.133>like <00:06:29.288>ah <00:06:29.444>right <00:06:29.599>now,

135
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<00:06:32.900>I <00:06:33.710>was

136
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<00:06:34.600>I <00:06:34.870>was <00:06:35.140>really <00:06:35.410>thinking <00:06:35.680>like

137
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<00:06:36.900>How <00:06:37.099>to <00:06:37.299>introduce <00:06:37.500>a <00:06:37.700>language <00:06:37.900>to <00:06:38.099>people <00:06:38.299>without

138
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<00:06:39.600>without <00:06:39.833>it <00:06:40.066>something <00:06:40.300>boring <00:06:40.533>because <00:06:40.766>the <00:06:41.000>thing

139
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<00:06:42.700>is <00:06:42.875>if <00:06:43.050>something <00:06:43.224>is <00:06:43.400>boring <00:06:43.575>you <00:06:43.750>might <00:06:43.925>be <00:06:44.099>interested

140
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<00:06:45.200>you <00:06:45.307>might <00:06:45.415>be <00:06:45.523>amused <00:06:45.630>for <00:06:45.738>a <00:06:45.846>while <00:06:45.953>but <00:06:46.061>really <00:06:46.169>this <00:06:46.276>presentation <00:06:46.384>and <00:06:46.492>you <00:06:46.599>will

141
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<00:06:48.200>forget <00:06:48.307>it <00:06:48.415>in <00:06:48.523>a <00:06:48.630>week <00:06:48.738>and <00:06:48.846>basically <00:06:48.953>you <00:06:49.061>won't <00:06:49.169>even <00:06:49.276>know <00:06:49.384>that <00:06:49.492>I <00:06:49.599>was

142
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<00:06:51.300>here <00:06:51.416>which <00:06:51.533>it <00:06:51.650>sucks <00:06:51.766>because <00:06:51.883>I <00:06:52.000>do <00:06:52.116>want <00:06:52.233>you <00:06:52.350>to <00:06:52.466>remember <00:06:52.583>this <00:06:52.700>presentation.

143
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<00:06:54.800>So <00:06:54.975>I <00:06:55.150>was <00:06:55.325>thinking <00:06:55.500>like <00:06:55.675>how <00:06:55.850>to <00:06:56.025>engage <00:06:56.200>how

144
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<00:06:57.800>to <00:06:57.975>make <00:06:58.150>introduction <00:06:58.325>of <00:06:58.500>a <00:06:58.675>new <00:06:58.850>language <00:06:59.025>interesting <00:06:59.200>and

145
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<00:07:00.500>I'm <00:07:00.655>using <00:07:00.811>right <00:07:00.966>so <00:07:01.122>I <00:07:01.277>came <00:07:01.433>up <00:07:01.588>with <00:07:01.744>a <00:07:01.900>plan.

146
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<00:07:04.400>So <00:07:04.527>I <00:07:04.654>mean <00:07:04.781>on <00:07:04.909>one <00:07:05.036>hand <00:07:05.163>there <00:07:05.290>was <00:07:05.418>this <00:07:05.545>crazy <00:07:05.672>idea. <00:07:05.799>Let's

147
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<00:07:07.300>start <00:07:07.427>with <00:07:07.554>a <00:07:07.681>history <00:07:07.809>and <00:07:07.936>a <00:07:08.063>version <00:07:08.190>one <00:07:08.318>version <00:07:08.445>two <00:07:08.572>authors <00:07:08.700>documentation.

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<00:08:10.100>the <00:08:10.177>whole <00:08:10.255>language, <00:08:10.333>but <00:08:10.411>I <00:08:10.488>can <00:08:10.566>show <00:08:10.644>you <00:08:10.722>what <00:08:10.800>language <00:08:10.877>can <00:08:10.955>do <00:08:11.033>so <00:08:11.111>that <00:08:11.188>you <00:08:11.266>can <00:08:11.344>get <00:08:11.422>inspired <00:08:11.500>hopefully

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<00:08:50.600>our <00:08:51.500>syntax.

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<00:08:55.100>you <00:08:55.200>can <00:08:55.300>work <00:08:55.400>through <00:08:55.500>it <00:08:55.600>like <00:08:55.700>that. <00:08:55.800>There <00:08:55.900>is <00:08:56.000>a <00:08:56.100>form <00:08:56.200>that <00:08:56.300>fitter <00:08:56.400>is <00:08:56.500>over

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<00:08:58.200>all <00:08:58.400>the <00:08:58.600>pages. <00:08:58.800>There <00:08:59.000>is <00:08:59.200>like <00:08:59.400>tidy <00:08:59.600>feet

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<00:09:01.300>which <00:09:01.474>fetches <00:09:01.650>the <00:09:01.824>function <00:09:02.000>that <00:09:02.175>fetches <00:09:02.349>the <00:09:02.525>atom <00:09:02.699>field

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<00:09:04.100>of <00:09:04.227>his <00:09:04.354>blog <00:09:04.481>and <00:09:04.609>there <00:09:04.736>is <00:09:04.863>a <00:09:04.990>third <00:09:05.118>line <00:09:05.245>that <00:09:05.372>appends <00:09:05.500>it

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<00:09:07.700>to <00:09:07.900>the <00:09:08.100>previous <00:09:08.300>results. <00:09:08.500>So <00:09:08.700>again, <00:09:08.900>even <00:09:09.100>if

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<00:09:10.200>you <00:09:10.340>never <00:09:10.480>used <00:09:10.620>it, <00:09:10.760>you <00:09:10.900>probably <00:09:11.040>can <00:09:11.180>quite <00:09:11.320>understand <00:09:11.460>it, <00:09:11.600>right.

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<00:09:17.800>might <00:09:17.974>expect <00:09:18.150>it <00:09:18.324>or <00:09:18.500>not <00:09:18.675>a <00:09:18.849>list <00:09:19.025>of <00:09:19.199>data

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<00:09:20.200>data <00:09:20.316>frame <00:09:20.433>with <00:09:20.550>data <00:09:20.666>where <00:09:20.783>the <00:09:20.900>rows <00:09:21.016>are <00:09:21.133>blog <00:09:21.250>posts <00:09:21.366>and <00:09:21.483>columns <00:09:21.600>are

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<00:09:23.600>either <00:09:23.775>metadata <00:09:23.950>or <00:09:24.125>data <00:09:24.300>about <00:09:24.475>the <00:09:24.650>article <00:09:24.825>so <00:09:25.000>good

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<00:09:26.700>so <00:09:27.000>so <00:09:27.300>far <00:09:27.600>so

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now

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<00:09:29.600>and <00:09:29.810>this <00:09:30.020>is <00:09:30.230>where <00:09:30.440>it <00:09:30.650>becomes <00:09:30.860>interesting.

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<00:09:32.300>the <00:09:33.560>name

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<00:09:34.500>of <00:09:34.905>this <00:09:35.310>structure

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<00:09:36.100>is <00:09:36.415>a <00:09:36.730>table.

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now

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<00:09:39.700>I <00:09:39.900>usually <00:09:40.100>assume <00:09:40.300>whenever <00:09:40.500>I <00:09:40.700>read <00:09:40.900>whatever <00:09:41.100>is

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<00:09:42.500>something <00:09:42.627>new <00:09:42.754>that <00:09:42.881>the <00:09:43.009>word <00:09:43.136>that <00:09:43.263>is <00:09:43.390>used <00:09:43.518>that <00:09:43.645>I <00:09:43.772>can't <00:09:43.900>recognize

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<00:09:45.800>from <00:09:46.000>English <00:09:46.199>language <00:09:46.400>is <00:09:46.599>either <00:09:46.800>something <00:09:47.000>cryptic <00:09:47.199>or

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<00:09:48.800>something <00:09:48.939>Arabic <00:09:49.079>or <00:09:49.219>I <00:09:49.359>don't <00:09:49.500>know <00:09:49.640>some <00:09:49.780>all <00:09:49.920>that <00:09:50.060>in <00:09:50.199>word

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<00:09:51.500>or <00:09:51.700>whatever <00:09:51.900>maybe <00:09:52.100>abbreviation <00:09:52.300>but <00:09:52.500>this <00:09:52.700>wasn't <00:09:52.900>abbreviation.

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<00:09:54.600>So <00:09:54.740>I <00:09:54.880>just <00:09:55.020>took <00:09:55.160>it <00:09:55.300>for <00:09:55.440>granted <00:09:55.580>and <00:09:55.720>I <00:09:55.860>assumed <00:09:56.000>people

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<00:09:57.600>has <00:09:57.833>some <00:09:58.066>deep <00:09:58.300>remaining <00:09:58.533>right <00:09:58.766>because <00:09:59.000>you

208
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<00:10:00.600>will <00:10:00.775>see <00:10:00.950>a <00:10:01.125>lot <00:10:01.300>of <00:10:01.475>tables <00:10:01.650>in <00:10:01.825>this <00:10:02.000>presentation.

209
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<00:10:03.700>But <00:10:03.900>if <00:10:04.100>this <00:10:04.300>presentation <00:10:04.500>was <00:10:04.700>about <00:10:04.900>telling <00:10:05.100>you

210
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<00:10:06.200>that <00:10:06.300>you <00:10:06.400>should <00:10:06.500>not <00:10:06.600>take <00:10:06.700>data <00:10:06.800>for <00:10:06.900>granted, <00:10:07.000>but <00:10:07.100>you <00:10:07.200>should <00:10:07.300>actually <00:10:07.400>dig <00:10:07.500>deeper <00:10:07.600>into

211
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<00:10:10.100>it. <00:10:10.268>I <00:10:10.437>decided <00:10:10.606>to <00:10:10.775>dig <00:10:10.943>deeper <00:10:11.112>into <00:10:11.281>the <00:10:11.450>table.

212
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<00:10:12.100>And <00:10:12.275>I <00:10:12.450>figure <00:10:12.625>out <00:10:12.800>the <00:10:12.975>source <00:10:13.150>of <00:10:13.325>the <00:10:13.500>word.

213
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<00:10:15.800>Believe <00:10:16.079>It <00:10:16.359>or <00:10:16.640>Not <00:10:16.920>people <00:10:17.199>is

214
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<00:10:18.100>how <00:10:18.380>new <00:10:18.660>zealanders <00:10:18.940>pronounce <00:10:19.220>table <00:10:19.500>it

215
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<00:10:21.700>sounds <00:10:21.933>like <00:10:22.166>people <00:10:22.400>so <00:10:22.633>whoever <00:10:22.866>came <00:10:23.100>up

216
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<00:10:24.300>with <00:10:24.439>the <00:10:24.579>people <00:10:24.719>naming <00:10:24.859>was <00:10:25.000>actually <00:10:25.140>making <00:10:25.280>fun <00:10:25.420>of <00:10:25.560>some <00:10:25.699>of

217
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<00:10:27.400>the <00:10:27.527>authors <00:10:27.654>of <00:10:27.781>the <00:10:27.909>most <00:10:28.036>part <00:10:28.163>one <00:10:28.290>of <00:10:28.418>the <00:10:28.545>most <00:10:28.672>popular <00:10:28.800>packages

218
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<00:10:30.700>that <00:10:30.980>maintain <00:10:31.260>our <00:10:31.540>so <00:10:31.820>people <00:10:32.100>is

219
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<00:10:33.600>basically <00:10:33.950>something <00:10:34.300>that <00:10:34.650>basic <00:10:35.000>building

220
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<00:10:36.700>block <00:10:36.855>that <00:10:37.011>we <00:10:37.166>will <00:10:37.322>be <00:10:37.477>working <00:10:37.633>with <00:10:37.788>throughout <00:10:37.944>this <00:10:38.100>presentation

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now,

222
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<00:10:41.400>People <00:10:41.574>is <00:10:41.750>also <00:10:41.925>part <00:10:42.100>of <00:10:42.275>something <00:10:42.449>bigger <00:10:42.625>a <00:10:42.800>universe

223
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<00:10:44.400>of <00:10:44.750>packages <00:10:45.100>called <00:10:45.449>Thai <00:10:45.800>diverse.

224
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<00:10:48.100>And <00:10:48.240>I <00:10:48.380>will <00:10:48.520>cover <00:10:48.660>all <00:10:48.800>of <00:10:48.940>this <00:10:49.080>packages <00:10:49.220>because <00:10:49.360>there <00:10:49.500>are

225
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<00:10:51.400>quite <00:10:51.555>important <00:10:51.711>but <00:10:51.866>we <00:10:52.022>can't <00:10:52.177>go <00:10:52.333>into <00:10:52.488>the <00:10:52.644>details. <00:10:52.800>So

226
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<00:10:54.300>I'm <00:10:54.416>hoping <00:10:54.533>that <00:10:54.650>you <00:10:54.766>might <00:10:54.883>get <00:10:55.000>inspired <00:10:55.116>and <00:10:55.233>then <00:10:55.349>then <00:10:55.466>look <00:10:55.583>deeper <00:10:55.699>into

227
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it.

228
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<00:10:58.200>And <00:10:58.433>Thai <00:10:58.666>diverse <00:10:58.900>is <00:10:59.133>it's <00:10:59.366>such <00:10:59.600>even

229
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<00:11:01.500>just <00:11:01.700>just <00:11:01.900>a <00:11:02.100>library. <00:11:02.300>It's <00:11:02.500>the <00:11:02.700>universe. <00:11:02.900>It's

230
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<00:11:04.500>as <00:11:04.700>authors <00:11:04.900>call <00:11:05.100>it. <00:11:05.300>It's <00:11:05.500>like <00:11:05.700>opinionated <00:11:05.900>set

231
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<00:11:07.900>of <00:11:08.074>packages <00:11:08.250>to <00:11:08.425>work <00:11:08.600>with <00:11:08.775>data <00:11:08.949>because <00:11:09.125>the <00:11:09.300>thing

232
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<00:11:10.400>is <00:11:10.516>when <00:11:10.633>it <00:11:10.750>comes <00:11:10.866>to <00:11:10.983>our <00:11:11.100>once <00:11:11.216>you <00:11:11.333>can <00:11:11.449>get <00:11:11.566>your <00:11:11.683>data <00:11:11.800>into

233
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<00:11:13.600>a <00:11:13.716>table <00:11:13.833>once <00:11:13.950>you <00:11:14.066>can <00:11:14.183>have <00:11:14.300>that <00:11:14.416>team <00:11:14.533>or <00:11:14.650>a <00:11:14.766>table, <00:11:14.883>but <00:11:15.000>the

234
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<00:11:16.600>table <00:11:16.700>sounds <00:11:16.800>more <00:11:16.900>funny <00:11:17.000>Once <00:11:17.100>you <00:11:17.200>can <00:11:17.300>have <00:11:17.400>the <00:11:17.500>people <00:11:17.600>you <00:11:17.700>can <00:11:17.800>do <00:11:17.900>a <00:11:18.000>lot

235
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<00:11:19.100>of <00:11:19.200>things <00:11:19.300>even <00:11:19.400>even <00:11:19.500>if <00:11:19.600>you <00:11:19.700>don't <00:11:19.800>know <00:11:19.900>what <00:11:20.000>you're <00:11:20.100>doing, <00:11:20.200>which <00:11:20.300>is <00:11:20.400>actually <00:11:20.500>crazy.

236
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<00:11:22.400>Like <00:11:22.633>it's <00:11:22.866>quite <00:11:23.100>rewarding <00:11:23.333>process, <00:11:23.566>you <00:11:23.800>know,

237
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<00:11:25.300>like <00:11:25.400>you <00:11:25.500>can <00:11:25.599>be <00:11:25.699>a <00:11:25.800>data <00:11:25.900>scientists <00:11:26.000>without <00:11:26.099>having <00:11:26.199>any <00:11:26.300>cool <00:11:26.400>what <00:11:26.500>you're <00:11:26.599>doing, <00:11:26.699>but

238
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<00:11:28.300>you <00:11:28.407>have <00:11:28.515>a <00:11:28.623>table <00:11:28.730>you <00:11:28.838>do <00:11:28.946>something <00:11:29.053>and <00:11:29.161>you <00:11:29.269>get <00:11:29.376>some <00:11:29.484>chart <00:11:29.592>whatever <00:11:29.699>the

239
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<00:11:31.100>chance <00:11:32.500>awesome.

240
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<00:11:34.100>That's <00:11:34.333>why <00:11:34.566>it's <00:11:34.800>cool. <00:11:35.033>Right? <00:11:35.266>Basically <00:11:35.500>if

241
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<00:11:37.500>you <00:11:37.850>ask <00:11:38.200>myself <00:11:38.550>is <00:11:38.900>Thai

242
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<00:11:40.800>diverse <00:11:40.955>basically <00:11:41.111>give <00:11:41.266>you <00:11:41.422>a <00:11:41.577>structures <00:11:41.733>way <00:11:41.888>to <00:11:42.044>query <00:11:42.199>and

243
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<00:11:43.200>manipulate <00:11:43.355>your <00:11:43.511>data <00:11:43.666>as <00:11:43.822>you <00:11:43.977>will <00:11:44.133>see <00:11:44.288>right <00:11:44.444>so <00:11:44.600>back

244
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<00:11:46.600>to <00:11:46.727>my <00:11:46.854>original <00:11:46.981>questions, <00:11:47.109>like <00:11:47.236>what <00:11:47.363>are <00:11:47.490>the <00:11:47.618>most <00:11:47.745>common <00:11:47.872>words <00:11:48.000>most

245
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<00:11:50.600>frequent <00:11:50.800>words <00:11:51.000>used <00:11:51.200>by <00:11:51.400>jaw, <00:11:51.600>right? <00:11:51.800>So <00:11:52.000>I

246
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<00:11:53.400>brought <00:11:53.600>this <00:11:53.800>code <00:11:54.000>and <00:11:54.199>at <00:11:54.400>first <00:11:54.600>it <00:11:54.800>might

247
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<00:11:56.800>be <00:11:56.974>a <00:11:57.150>bit <00:11:57.324>of <00:11:57.500>intimidating <00:11:57.675>intimidating <00:11:57.849>again, <00:11:58.025>like <00:11:58.199>what

248
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<00:11:59.300>the <00:11:59.500>heck <00:11:59.699>is <00:11:59.900>this <00:12:00.099>if <00:12:00.300>you <00:12:00.500>never <00:12:00.699>saw

249
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<00:12:01.800>and <00:12:02.079>if <00:12:02.359>you're <00:12:02.640>like <00:12:02.920>me <00:12:03.199>the

250
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<00:12:04.300>first <00:12:04.474>thing <00:12:04.650>you <00:12:04.824>might <00:12:05.000>have <00:12:05.175>noticed <00:12:05.349>is <00:12:05.525>this <00:12:05.699>weird

251
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<00:12:07.300>sign <00:12:07.720>over <00:12:08.140>here, <00:12:08.560>right?

252
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now

253
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<00:12:10.900>just <00:12:11.133>like <00:12:11.366>carry <00:12:11.600>indexes <00:12:11.833>that <00:12:12.066>start <00:12:12.300>with

254
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<00:12:13.300>one. <00:12:13.416>I <00:12:13.533>think <00:12:13.650>this <00:12:13.766>is <00:12:13.883>quite <00:12:14.000>unique <00:12:14.116>to <00:12:14.233>our <00:12:14.349>like <00:12:14.466>this <00:12:14.583>this <00:12:14.699>weird

255
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<00:12:16.400>sign. <00:12:16.555>So <00:12:16.711>I <00:12:16.866>was <00:12:17.022>just <00:12:17.177>curious <00:12:17.333>that <00:12:17.488>very <00:12:17.644>originates <00:12:17.800>from

256
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<00:12:19.400>and <00:12:19.555>it <00:12:19.711>turns <00:12:19.866>out <00:12:20.022>that <00:12:20.177>this <00:12:20.333>weird <00:12:20.488>sign <00:12:20.644>originates <00:12:20.800>from

257
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<00:12:22.900>a <00:12:23.250>package <00:12:23.600>called <00:12:23.949>Margaret <00:12:24.300>are

258
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<00:12:26.600>right <00:12:26.950>again <00:12:27.300>cryptic <00:12:27.650>again <00:12:28.000>weird

259
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<00:12:29.900>Why <00:12:30.180>Margaret <00:12:30.459>are <00:12:30.740>well <00:12:31.020>there <00:12:31.300>is

260
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<00:12:32.200>this <00:12:32.355>Belgian <00:12:32.511>artist <00:12:32.666>called <00:12:32.822>Rene <00:12:32.977>magritt. <00:12:33.133>I'm <00:12:33.288>hoping <00:12:33.444>I <00:12:33.600>got

261
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<00:12:35.100>the <00:12:35.333>pronunciation <00:12:35.566>right <00:12:35.800>who <00:12:36.033>created <00:12:36.266>this <00:12:36.500>painted

262
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<00:12:38.200>this <00:12:38.375>famous <00:12:38.550>painting <00:12:38.725>of <00:12:38.900>a <00:12:39.075>pipe <00:12:39.250>and <00:12:39.425>below. <00:12:39.600>It

263
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<00:12:41.500>says <00:12:41.655>this <00:12:41.811>is <00:12:41.966>not <00:12:42.122>a <00:12:42.277>pipe <00:12:42.433>and <00:12:42.588>basically <00:12:42.744>this <00:12:42.900>weird

264
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<00:12:44.900>sign <00:12:45.100>over <00:12:45.300>here <00:12:45.500>is <00:12:45.699>also <00:12:45.900>called <00:12:46.100>the <00:12:46.300>pipe.

265
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<00:12:48.600>Now <00:12:48.800>it's <00:12:49.000>not <00:12:49.200>really <00:12:49.400>a <00:12:49.600>smoking <00:12:49.800>pipe <00:12:50.000>just

266
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<00:12:51.300>like <00:12:51.455>the <00:12:51.611>one <00:12:51.766>above <00:12:51.922>it's <00:12:52.077>more <00:12:52.233>like <00:12:52.388>a <00:12:52.544>water <00:12:52.699>pipe.

267
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<00:12:55.100>It <00:12:55.227>allows <00:12:55.354>you <00:12:55.481>to <00:12:55.609>flow <00:12:55.736>the <00:12:55.863>data <00:12:55.990>from <00:12:56.118>the <00:12:56.245>previous <00:12:56.372>command <00:12:56.500>to

268
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<00:12:58.400>the <00:12:58.493>second <00:12:58.586>one. <00:12:58.680>And <00:12:58.773>if <00:12:58.866>you <00:12:58.959>ever <00:12:59.053>use <00:12:59.146>Unix, <00:12:59.240>I <00:12:59.333>mean, <00:12:59.426>I'm <00:12:59.520>pretty <00:12:59.613>sure <00:12:59.706>you <00:12:59.800>saw

269
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<00:13:01.300>that <00:13:01.427>that <00:13:01.554>vertical <00:13:01.681>bar <00:13:01.809>that <00:13:01.936>pipes <00:13:02.063>the <00:13:02.190>output <00:13:02.318>of <00:13:02.445>one <00:13:02.572>command <00:13:02.699>to

270
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<00:13:04.300>the <00:13:04.455>next <00:13:04.611>command, <00:13:04.766>right? <00:13:04.922>That's <00:13:05.077>the <00:13:05.233>pipe <00:13:05.388>and <00:13:05.544>now <00:13:05.699>all

271
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<00:13:07.400>of <00:13:07.600>a <00:13:07.800>sudden <00:13:08.000>magnitar <00:13:08.199>and <00:13:08.400>and <00:13:08.600>pipe <00:13:08.800>make

272
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<00:13:10.400>a <00:13:10.507>lot <00:13:10.615>of <00:13:10.723>sense <00:13:10.830>and <00:13:10.938>trust <00:13:11.046>me. <00:13:11.153>This <00:13:11.261>pipe <00:13:11.369>is <00:13:11.476>what <00:13:11.584>allows <00:13:11.692>you <00:13:11.800>to

273
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<00:13:13.100>write <00:13:13.240>such <00:13:13.380>a <00:13:13.520>clean <00:13:13.660>and <00:13:13.800>beautiful <00:13:13.940>chord <00:13:14.080>because <00:13:14.220>everything <00:13:14.360>is <00:13:14.500>like

274
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<00:13:16.100>you <00:13:16.216>just <00:13:16.333>start <00:13:16.450>from <00:13:16.566>the <00:13:16.683>top <00:13:16.800>and <00:13:16.916>you <00:13:17.033>just <00:13:17.150>read <00:13:17.266>that <00:13:17.383>you <00:13:17.500>can

275
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<00:13:19.500>mentally <00:13:19.627>process <00:13:19.754>what's <00:13:19.881>happening <00:13:20.009>with <00:13:20.136>your <00:13:20.263>data <00:13:20.390>and <00:13:20.518>good <00:13:20.645>luck <00:13:20.772>doing <00:13:20.900>that

276
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<00:13:22.100>in <00:13:22.240>python <00:13:22.380>or <00:13:22.520>God <00:13:22.660>forbid <00:13:22.800>Java. <00:13:22.940>Sorry <00:13:23.080>Java <00:13:23.220>developers <00:13:23.360>if <00:13:23.500>you're

277
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<00:13:25.200>here <00:13:25.550>like <00:13:25.900>so <00:13:26.250>this <00:13:26.600>is

278
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<00:13:28.100>just <00:13:28.333>a <00:13:28.566>beautiful <00:13:28.800>part <00:13:29.033>of <00:13:29.266>our <00:13:29.500>now.

279
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<00:13:30.900>The <00:13:31.180>next <00:13:31.459>thing <00:13:31.740>that <00:13:32.020>you <00:13:32.300>probably

280
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<00:13:33.700>might <00:13:33.900>have <00:13:34.100>noticed <00:13:34.300>is <00:13:34.500>this <00:13:34.700>segment <00:13:34.900>over <00:13:35.100>here.

281
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<00:13:37.200>It <00:13:37.327>resembles <00:13:37.454>a <00:13:37.581>bit <00:13:37.709>of <00:13:37.836>maybe <00:13:37.963>seek <00:13:38.090>you <00:13:38.218>like <00:13:38.345>it <00:13:38.472>sounds <00:13:38.600>structured

282
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<00:13:40.500>whatever. <00:13:40.675>It's <00:13:40.850>actually <00:13:41.025>really <00:13:41.200>simple. <00:13:41.375>If <00:13:41.550>you <00:13:41.725>again <00:13:41.900>progress

283
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<00:13:43.300>process <00:13:43.474>it <00:13:43.650>from <00:13:43.824>top <00:13:44.000>to <00:13:44.175>bottom. <00:13:44.349>Basically. <00:13:44.525>I'm <00:13:44.699>just

284
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<00:13:46.200>select <00:13:46.400>one <00:13:46.600>column <00:13:46.800>like <00:13:47.000>the <00:13:47.200>title <00:13:47.400>from <00:13:47.600>the

285
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<00:13:49.200>whole <00:13:49.355>table. <00:13:49.511>I'm <00:13:49.666>basically <00:13:49.822>introducing <00:13:49.977>a <00:13:50.133>new <00:13:50.288>column <00:13:50.444>called <00:13:50.600>clean

286
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<00:13:52.700>title <00:13:52.840>of <00:13:52.980>which <00:13:53.120>actually <00:13:53.260>removes <00:13:53.400>all <00:13:53.540>the <00:13:53.680>HTML <00:13:53.820>prep <00:13:53.960>from <00:13:54.100>the

287
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<00:13:55.200>title. <00:13:55.355>I'm <00:13:55.511>nesting <00:13:55.666>the <00:13:55.822>tokens, <00:13:55.977>which <00:13:56.133>means <00:13:56.288>I'm <00:13:56.444>extracting <00:13:56.600>the

288
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<00:13:58.300>words <00:13:58.427>out <00:13:58.554>of <00:13:58.681>it. <00:13:58.809>And <00:13:58.936>basically <00:13:59.063>I'm <00:13:59.190>removing <00:13:59.318>the <00:13:59.445>stop <00:13:59.572>words. <00:13:59.699>Stop

289
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<00:14:01.400>words <00:14:01.574>are <00:14:01.750>just <00:14:01.925>super <00:14:02.100>common <00:14:02.275>words <00:14:02.449>in <00:14:02.625>English <00:14:02.800>language

290
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<00:14:04.300>that <00:14:04.455>bear <00:14:04.611>no <00:14:04.766>no <00:14:04.922>specific <00:14:05.077>meaning <00:14:05.233>like <00:14:05.388>and <00:14:05.544>the <00:14:05.699>whatever,

291
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<00:14:07.100>you <00:14:07.275>know <00:14:07.450>the <00:14:07.625>stuff <00:14:07.800>that <00:14:07.975>you <00:14:08.150>don't <00:14:08.325>care <00:14:08.500>about

292
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<00:14:10.300>And <00:14:10.474>the <00:14:10.650>basically <00:14:10.824>these <00:14:11.000>and <00:14:11.175>this <00:14:11.349>is <00:14:11.525>again <00:14:11.699>funny.

293
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<00:14:13.600>These <00:14:13.833>are <00:14:14.066>part <00:14:14.300>of <00:14:14.533>something <00:14:14.766>called <00:14:15.000>Uber.

294
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<00:14:16.700>All <00:14:16.980>right, <00:14:17.260>like <00:14:17.540>when <00:14:17.820>I <00:14:18.100>first

295
00:14:19.100 --> 00:14:22.500
<00:14:19.100>saw <00:14:19.216>it, <00:14:19.333>it <00:14:19.450>was <00:14:19.566>like <00:14:19.683>part <00:14:19.800>of <00:14:19.916>the <00:14:20.033>package <00:14:20.150>the <00:14:20.266>Billa. <00:14:20.383>All <00:14:20.500>right.

296
00:14:22.500 --> 00:14:24.900
<00:14:22.500>So <00:14:22.616>if <00:14:22.733>you <00:14:22.850>were <00:14:22.966>to <00:14:23.083>ask <00:14:23.200>me <00:14:23.316>I <00:14:23.433>tell <00:14:23.550>you <00:14:23.666>well, <00:14:23.783>it's <00:14:23.900>the

297
00:14:26.700 --> 00:14:29.700
<00:14:26.700>I <00:14:26.840>decided <00:14:26.980>to <00:14:27.120>look <00:14:27.260>into <00:14:27.400>this <00:14:27.540>one <00:14:27.680>as <00:14:27.820>well <00:14:27.960>and <00:14:28.100>turns

298
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<00:14:29.700>out <00:14:29.900>that <00:14:30.100>this <00:14:30.300>little <00:14:30.500>actually <00:14:30.700>means <00:14:30.900>the <00:14:31.100>plier.

299
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<00:14:33.900>So <00:14:34.074>this <00:14:34.250>is <00:14:34.425>a <00:14:34.600>package <00:14:34.775>called <00:14:34.949>the <00:14:35.125>plier <00:14:35.300>or

300
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<00:14:36.300>some <00:14:36.474>people <00:14:36.650>claim. <00:14:36.824>It's <00:14:37.000>called <00:14:37.175>Deep <00:14:37.349>liar. <00:14:37.525>So <00:14:37.699>it's

301
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<00:14:39.300>up <00:14:39.400>to <00:14:39.500>you <00:14:39.599>to <00:14:39.699>decide <00:14:39.800>how <00:14:39.900>you <00:14:40.000>want <00:14:40.099>to <00:14:40.199>call <00:14:40.300>it. <00:14:40.400>But <00:14:40.500>basically <00:14:40.599>this <00:14:40.699>the

302
00:14:42.600 --> 00:14:46.100
<00:14:42.600>plier <00:14:42.800>package <00:14:43.000>contains <00:14:43.200>a <00:14:43.400>bunch <00:14:43.600>of <00:14:43.800>functions <00:14:44.000>for

303
00:14:45.100 --> 00:14:48.600
<00:14:45.100>manipulating <00:14:45.333>your <00:14:45.566>tables. <00:14:45.800>Like <00:14:46.033>they <00:14:46.266>take <00:14:46.500>tables

304
00:14:48.600 --> 00:14:51.300
<00:14:48.600>already <00:14:48.740>inputed. <00:14:48.880>They <00:14:49.020>do <00:14:49.160>something <00:14:49.300>on <00:14:49.440>it, <00:14:49.580>like <00:14:49.720>either <00:14:49.860>reduce <00:14:50.000>it

305
00:14:51.300 --> 00:14:54.700
<00:14:51.300>or <00:14:51.407>mutated <00:14:51.515>or <00:14:51.623>whatever <00:14:51.730>like <00:14:51.838>whatever <00:14:51.946>you <00:14:52.053>need <00:14:52.161>to <00:14:52.269>do <00:14:52.376>with <00:14:52.484>your <00:14:52.592>people. <00:14:52.699>It's

306
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<00:14:54.700>probably <00:14:54.855>part <00:14:55.011>of <00:14:55.166>the <00:14:55.322>deep <00:14:55.477>liar <00:14:55.633>or <00:14:55.788>deep <00:14:55.944>liar, <00:14:56.100>right?

307
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<00:14:57.900>Now <00:14:58.180>the <00:14:58.459>output <00:14:58.740>of <00:14:59.020>this <00:14:59.300>funny

308
00:15:00.300 --> 00:15:03.500
<00:15:00.300>command <00:15:00.500>here <00:15:00.699>is <00:15:00.900>this <00:15:01.099>again <00:15:01.300>a <00:15:01.500>table <00:15:01.699>where

309
00:15:03.500 --> 00:15:06.300
<00:15:03.500>each <00:15:03.700>word <00:15:03.900>is <00:15:04.100>is <00:15:04.300>one <00:15:04.500>row <00:15:04.700>and <00:15:04.900>basically

310
00:15:06.300 --> 00:15:09.100
<00:15:06.300>I <00:15:06.427>just <00:15:06.554>extracted <00:15:06.681>the <00:15:06.809>words <00:15:06.936>because <00:15:07.063>what <00:15:07.190>I'm <00:15:07.318>trying <00:15:07.445>to <00:15:07.572>do <00:15:07.699>is

311
00:15:09.100 --> 00:15:12.500
<00:15:09.100>to <00:15:09.207>find <00:15:09.315>the <00:15:09.423>most <00:15:09.530>common <00:15:09.638>birds, <00:15:09.746>right? <00:15:09.853>So <00:15:09.961>the <00:15:10.069>next <00:15:10.176>step <00:15:10.284>is <00:15:10.392>to <00:15:10.500>to

312
00:15:12.500 --> 00:15:15.300
<00:15:12.500>count <00:15:12.655>them <00:15:12.811>and <00:15:12.966>group <00:15:13.122>them <00:15:13.277>and <00:15:13.433>assort <00:15:13.588>them <00:15:13.744>to <00:15:13.900>show

313
00:15:15.300 --> 00:15:18.100
<00:15:15.300>the <00:15:15.439>most <00:15:15.579>common <00:15:15.719>ones <00:15:15.859>for <00:15:16.000>Joel's <00:15:16.140>blog <00:15:16.280>because <00:15:16.420>what <00:15:16.560>we <00:15:16.699>are

314
00:15:18.100 --> 00:15:21.100
<00:15:18.100>doing <00:15:18.216>is <00:15:18.333>a <00:15:18.450>reminder, <00:15:18.566>we're <00:15:18.683>fine. <00:15:18.800>I'm <00:15:18.916>trying <00:15:19.033>to <00:15:19.150>see <00:15:19.266>if <00:15:19.383>there <00:15:19.500>are

315
00:15:21.100 --> 00:15:24.600
<00:15:21.100>any <00:15:21.216>Trends <00:15:21.333>in <00:15:21.450>the <00:15:21.566>Jaws <00:15:21.683>Vlog. <00:15:21.800>So <00:15:21.916>once <00:15:22.033>they <00:15:22.150>do <00:15:22.266>that <00:15:22.383>you <00:15:22.500>basically

316
00:15:24.600 --> 00:15:27.300
<00:15:24.600>can <00:15:24.740>see <00:15:24.880>that <00:15:25.020>it <00:15:25.160>can <00:15:25.300>be <00:15:25.440>done <00:15:25.580>in <00:15:25.720>one <00:15:25.860>of <00:15:26.000>code.

317
00:15:27.300 --> 00:15:30.500
<00:15:27.300>It's <00:15:27.579>so <00:15:27.859>so <00:15:28.140>the <00:15:28.420>output <00:15:28.699>is

318
00:15:30.500 --> 00:15:34.100
<00:15:30.500>the <00:15:30.675>people <00:15:30.850>again <00:15:31.025>now <00:15:31.200>something <00:15:31.375>really <00:15:31.550>interesting <00:15:31.725>to <00:15:31.900>notice

319
00:15:33.100 --> 00:15:36.400
<00:15:33.100>here <00:15:33.275>is <00:15:33.450>that <00:15:33.625>the <00:15:33.800>most <00:15:33.975>common <00:15:34.150>words <00:15:34.325>are <00:15:34.500>the

320
00:15:36.400 --> 00:15:39.200
<00:15:36.400>first <00:15:36.600>news <00:15:36.800>and <00:15:37.000>then <00:15:37.199>some <00:15:37.400>some <00:15:37.600>numbers <00:15:37.800>that

321
00:15:39.200 --> 00:15:42.100
<00:15:39.200>look <00:15:39.433>like <00:15:39.666>years <00:15:39.900>and <00:15:40.133>initially <00:15:40.366>I <00:15:40.600>was

322
00:15:42.100 --> 00:15:45.800
<00:15:42.100>like, <00:15:42.227>what <00:15:42.354>the <00:15:42.481>heck <00:15:42.609>is <00:15:42.736>this <00:15:42.863>do <00:15:42.990>they <00:15:43.118>actually <00:15:43.245>do <00:15:43.372>they <00:15:43.500>write

323
00:15:45.800 --> 00:15:49.300
<00:15:45.800>a <00:15:46.000>single <00:15:46.199>line <00:15:46.400>wrongly <00:15:46.599>or <00:15:46.800>whatever <00:15:47.000>it <00:15:47.199>can

324
00:15:49.300 --> 00:15:52.900
<00:15:49.300>be <00:15:49.474>turns <00:15:49.650>out <00:15:49.824>that <00:15:50.000>there <00:15:50.175>was <00:15:50.349>a <00:15:50.525>time <00:15:50.699>especially

325
00:15:52.900 --> 00:15:55.600
<00:15:52.900>during <00:15:53.180>2000 <00:15:53.459>2002 <00:15:53.740>and <00:15:54.020>2001. <00:15:54.300>I

326
00:15:55.600 --> 00:15:57.600
<00:15:55.600>love <00:15:55.740>that. <00:15:55.880>I <00:15:56.020>have <00:15:56.160>one <00:15:56.300>more <00:15:56.440>audience. <00:15:56.580>Thank <00:15:56.720>you <00:15:56.860>very <00:15:57.000>much.

327
00:15:57.900 --> 00:16:00.200
<00:15:57.900>Please <00:15:58.055>give <00:15:58.211>me <00:15:58.366>upload <00:15:58.522>for <00:15:58.677>Applause <00:15:58.833>for <00:15:58.988>this <00:15:59.144>one <00:15:59.300>another

328
00:16:00.200 --> 00:16:03.300
<00:16:00.200>here. <00:16:00.375>Please. <00:16:00.550>Please <00:16:00.725>like <00:16:00.900>upload <00:16:01.075>for <00:16:01.250>this <00:16:01.425>this <00:16:01.600>guy

329
00:16:03.300 --> 00:16:04.800
<00:16:03.300>who's <00:16:03.492>actually <00:16:03.685>giving <00:16:03.878>me <00:16:04.071>support <00:16:04.264>the <00:16:04.457>whole <00:16:04.650>time.

330
00:16:06.500 --> 00:16:06.900
<00:16:06.500>Thank <00:16:06.620>you <00:16:06.740>very <00:16:06.860>much.

331
00:16:09.800 --> 00:16:12.300
<00:16:09.800>Said <00:16:09.927>just <00:16:10.054>find <00:16:10.181>that <00:16:10.309>one <00:16:10.436>order <00:16:10.563>in <00:16:10.690>your <00:16:10.818>audience, <00:16:10.945>and <00:16:11.072>you'll <00:16:11.199>be

332
00:16:12.300 --> 00:16:14.300
<00:16:12.300>good <00:16:12.427>to <00:16:12.554>go. <00:16:12.681>So <00:16:12.809>I'll <00:16:12.936>keep <00:16:13.063>watching <00:16:13.190>you. <00:16:13.318>Thank <00:16:13.445>you <00:16:13.572>very <00:16:13.699>much.

333
00:16:15.900 --> 00:16:16.400
<00:16:15.900>so <00:16:16.350>anyway

334
00:16:19.200 --> 00:16:20.700
<00:16:19.200>back <00:16:19.425>to <00:16:19.650>the <00:16:19.875>back <00:16:20.100>to <00:16:20.325>the <00:16:20.550>topic.

335
00:16:22.300 --> 00:16:25.500
<00:16:22.300>So <00:16:22.439>there <00:16:22.579>was <00:16:22.719>a <00:16:22.859>time <00:16:23.000>like <00:16:23.140>during <00:16:23.280>the <00:16:23.420>2000 <00:16:23.560>spent <00:16:23.699>each

336
00:16:25.500 --> 00:16:28.500
<00:16:25.500>article <00:16:25.700>of <00:16:25.900>his <00:16:26.100>was <00:16:26.300>actually <00:16:26.500>named <00:16:26.700>after <00:16:26.900>three

337
00:16:28.500 --> 00:16:31.300
<00:16:28.500>years, <00:16:28.640>like <00:16:28.780>it <00:16:28.920>contained <00:16:29.060>a <00:16:29.200>date <00:16:29.340>and <00:16:29.480>most <00:16:29.620>of <00:16:29.760>them <00:16:29.900>were

338
00:16:31.300 --> 00:16:34.700
<00:16:31.300>written <00:16:31.455>in <00:16:31.611>2000 <00:16:31.766>in <00:16:31.922>2002 <00:16:32.077>and <00:16:32.233>2001. <00:16:32.388>Right? <00:16:32.544>And <00:16:32.699>the

339
00:16:34.700 --> 00:16:37.800
<00:16:34.700>News <00:16:34.840>was <00:16:34.980>the <00:16:35.120>second <00:16:35.260>most <00:16:35.400>because <00:16:35.540>there <00:16:35.680>was <00:16:35.820>another <00:16:35.960>period <00:16:36.100>when

340
00:16:37.800 --> 00:16:40.700
<00:16:37.800>most <00:16:37.955>of <00:16:38.111>the <00:16:38.266>staff <00:16:38.422>that <00:16:38.577>he <00:16:38.733>brought <00:16:38.888>was <00:16:39.044>titled <00:16:39.199>news

341
00:16:40.700 --> 00:16:42.000
<00:16:40.700>right <00:16:41.870>now.

342
00:16:43.700 --> 00:16:46.900
<00:16:43.700>That's <00:16:43.980>all <00:16:44.260>cool. <00:16:44.540>Right <00:16:44.820>like <00:16:45.100>you

343
00:16:46.900 --> 00:16:50.100
<00:16:46.900>can <00:16:47.100>see <00:16:47.300>it. <00:16:47.500>It <00:16:47.699>makes <00:16:47.900>sense <00:16:48.100>blah <00:16:48.300>blah,

344
00:16:49.100 --> 00:16:52.600
<00:16:49.100>but <00:16:49.333>here <00:16:49.566>is <00:16:49.800>really <00:16:50.033>interesting <00:16:50.266>thing. <00:16:50.500>Once

345
00:16:52.600 --> 00:16:55.600
<00:16:52.600>it <00:16:52.775>comes <00:16:52.950>to <00:16:53.125>the <00:16:53.300>to <00:16:53.475>the <00:16:53.650>to <00:16:53.825>the <00:16:54.000>combination

346
00:16:55.600 --> 00:16:59.400
<00:16:55.600>and <00:16:55.880>interaction <00:16:56.160>between <00:16:56.440>humans <00:16:56.720>and <00:16:57.000>computers.

347
00:16:58.400 --> 00:17:01.200
<00:16:58.400>The <00:16:59.100>power <00:16:59.800>of

348
00:17:01.200 --> 00:17:04.500
<00:17:01.200>us <00:17:01.400>is <00:17:01.600>to <00:17:01.800>actually <00:17:02.000>recognize <00:17:02.200>stuff <00:17:02.400>in <00:17:02.600>visual

349
00:17:04.500 --> 00:17:04.800
data.

350
00:17:05.300 --> 00:17:08.300
<00:17:05.300>Once <00:17:05.455>we <00:17:05.611>can <00:17:05.766>visualize <00:17:05.922>something <00:17:06.077>we <00:17:06.233>can <00:17:06.388>see <00:17:06.544>way <00:17:06.700>more

351
00:17:08.300 --> 00:17:11.300
<00:17:08.300>than <00:17:08.474>initial <00:17:08.649>we <00:17:08.825>did <00:17:09.000>when <00:17:09.175>we <00:17:09.349>just <00:17:09.524>saw <00:17:09.700>this.

352
00:17:12.300 --> 00:17:15.300
<00:17:12.300>And <00:17:12.393>that's <00:17:12.486>what <00:17:12.579>I'm <00:17:12.673>going <00:17:12.766>to <00:17:12.859>show <00:17:12.953>you <00:17:13.046>now <00:17:13.139>bear <00:17:13.233>with <00:17:13.326>me <00:17:13.419>it <00:17:13.513>might <00:17:13.606>look <00:17:13.700>scary,

353
00:17:15.300 --> 00:17:16.500
<00:17:15.300>but <00:17:15.480>it's <00:17:15.659>not <00:17:15.839>that <00:17:16.020>scary <00:17:16.200>at <00:17:16.380>all.

354
00:17:17.500 --> 00:17:20.400
<00:17:17.500>It <00:17:17.655>takes <00:17:17.811>some <00:17:17.966>mental <00:17:18.122>processing <00:17:18.277>but <00:17:18.433>it's <00:17:18.588>actually <00:17:18.744>quite <00:17:18.900>simple,

355
00:17:20.400 --> 00:17:23.300
<00:17:20.400>you <00:17:20.575>know, <00:17:20.750>you <00:17:20.925>start <00:17:21.100>from <00:17:21.275>the <00:17:21.450>top <00:17:21.625>you <00:17:21.800>take

356
00:17:23.300 --> 00:17:26.600
<00:17:23.300>that <00:17:23.579>table. <00:17:23.859>I <00:17:24.139>basically <00:17:24.419>filter <00:17:24.700>out

357
00:17:26.600 --> 00:17:29.200
<00:17:26.599>I <00:17:26.740>wanted <00:17:26.879>to <00:17:27.020>filter <00:17:27.159>out <00:17:27.300>numbers <00:17:27.439>because <00:17:27.579>I <00:17:27.719>don't <00:17:27.859>care <00:17:28.000>about

358
00:17:29.200 --> 00:17:32.300
<00:17:29.200>the <00:17:29.340>numbers. <00:17:29.480>I <00:17:29.620>wanted <00:17:29.760>to <00:17:29.900>count <00:17:30.040>the <00:17:30.180>words. <00:17:30.320>I <00:17:30.460>selected <00:17:30.600>just

359
00:17:32.300 --> 00:17:33.800
<00:17:32.300>stop <00:17:32.570>five <00:17:32.840>and <00:17:33.110>stuff <00:17:33.379>for <00:17:33.649>that.

360
00:17:34.800 --> 00:17:36.300
<00:17:34.800>Now <00:17:35.070>I <00:17:35.340>wanted <00:17:35.610>to <00:17:35.879>visualize <00:17:36.149>that.

361
00:17:37.500 --> 00:17:40.800
<00:17:37.500>In <00:17:37.640>order <00:17:37.780>to <00:17:37.920>visualize <00:17:38.060>it <00:17:38.200>I <00:17:38.340>piped <00:17:38.480>it <00:17:38.620>to <00:17:38.760>this <00:17:38.900>again

362
00:17:40.800 --> 00:17:43.800
<00:17:40.800>cryptic <00:17:41.080>command <00:17:41.360>called <00:17:41.639>GG <00:17:41.919>plot. <00:17:42.200>Now.

363
00:17:43.800 --> 00:17:46.100
<00:17:43.800>What <00:17:44.000>heck <00:17:44.200>is <00:17:44.399>a <00:17:44.600>GG <00:17:44.800>plot. <00:17:45.000>I <00:17:45.200>mean

364
00:17:46.100 --> 00:17:49.300
<00:17:46.100>as <00:17:46.240>if <00:17:46.379>as <00:17:46.520>you <00:17:46.659>thank <00:17:46.800>you <00:17:46.939>as <00:17:47.080>if <00:17:47.219>deep <00:17:47.360>wire <00:17:47.500>wasn't

365
00:17:49.300 --> 00:17:52.500
<00:17:49.300>wasn't <00:17:49.580>enough. <00:17:49.860>Right? <00:17:50.139>So <00:17:50.419>Gigi <00:17:50.700>plot

366
00:17:52.500 --> 00:17:55.200
<00:17:52.500>is <00:17:52.780>actually <00:17:53.060>part <00:17:53.340>of <00:17:53.620>jujipot <00:17:53.900>2

367
00:17:55.200 --> 00:17:58.200
<00:17:55.200>package, <00:17:55.340>which <00:17:55.480>even <00:17:55.620>makes <00:17:55.760>it <00:17:55.900>more <00:17:56.040>cryptic <00:17:56.180>because <00:17:56.320>there <00:17:56.460>were <00:17:56.600>two

368
00:17:58.200 --> 00:18:01.600
<00:17:58.200>things <00:17:58.327>of <00:17:58.454>it. <00:17:58.581>They <00:17:58.709>were <00:17:58.836>two <00:17:58.963>versions <00:17:59.090>of <00:17:59.218>the <00:17:59.345>thing <00:17:59.472>Gigi <00:17:59.600>plots

369
00:18:01.600 --> 00:18:04.300
<00:18:01.600>or <00:18:01.879>not <00:18:02.159>stands <00:18:02.439>for <00:18:02.719>grammar <00:18:03.000>for

370
00:18:04.300 --> 00:18:04.600
graphics.

371
00:18:05.400 --> 00:18:08.300
<00:18:05.400>There <00:18:05.555>is <00:18:05.711>a <00:18:05.866>whole <00:18:06.022>book <00:18:06.177>written <00:18:06.333>about <00:18:06.488>the <00:18:06.644>science <00:18:06.800>of

372
00:18:08.300 --> 00:18:11.100
<00:18:08.300>how <00:18:08.455>you <00:18:08.611>actually <00:18:08.766>draw <00:18:08.922>the <00:18:09.077>data. <00:18:09.233>Like <00:18:09.388>how <00:18:09.544>do <00:18:09.700>you

373
00:18:11.100 --> 00:18:14.400
<00:18:11.100>actually <00:18:11.300>take <00:18:11.500>the <00:18:11.699>texture <00:18:11.899>Medical <00:18:12.100>Data <00:18:12.300>categorical <00:18:12.500>or

374
00:18:14.400 --> 00:18:18.000
<00:18:14.400>numerical <00:18:14.527>data <00:18:14.654>and <00:18:14.781>how <00:18:14.909>you <00:18:15.036>actually <00:18:15.163>convert <00:18:15.290>it <00:18:15.418>to <00:18:15.545>figures <00:18:15.672>so <00:18:15.800>grammar

375
00:18:17.200 --> 00:18:20.400
<00:18:17.200>for <00:18:17.340>graphics <00:18:17.480>is <00:18:17.620>basically <00:18:17.760>the <00:18:17.900>name <00:18:18.040>of <00:18:18.180>the <00:18:18.320>book <00:18:18.460>and <00:18:18.600>that's

376
00:18:20.400 --> 00:18:23.700
<00:18:20.400>for <00:18:20.540>what <00:18:20.680>GG <00:18:20.820>stands <00:18:20.960>for <00:18:21.100>a <00:18:21.240>grammar <00:18:21.380>for <00:18:21.520>graphics. <00:18:21.660>What <00:18:21.800>is

377
00:18:23.700 --> 00:18:26.300
<00:18:23.700>just <00:18:23.827>the <00:18:23.954>plot <00:18:24.081>and <00:18:24.209>two <00:18:24.336>is <00:18:24.463>the <00:18:24.590>version <00:18:24.718>number <00:18:24.845>two. <00:18:24.972>All <00:18:25.100>right.

378
00:18:26.300 --> 00:18:30.100
<00:18:26.300>So <00:18:26.500>every <00:18:26.700>time <00:18:26.899>you <00:18:27.100>want <00:18:27.300>to <00:18:27.500>basically <00:18:27.700>Draw

379
00:18:29.100 --> 00:18:32.600
<00:18:29.100>Something <00:18:29.449>Like <00:18:29.800>visual <00:18:30.149>represented <00:18:30.500>use

380
00:18:32.600 --> 00:18:35.600
<00:18:32.600>this <00:18:32.833>GG <00:18:33.066>plot <00:18:33.300>and <00:18:33.533>this <00:18:33.766>AES <00:18:34.000>thing

381
00:18:35.600 --> 00:18:38.800
<00:18:35.600>actually <00:18:35.879>is <00:18:36.159>abbreviation <00:18:36.439>of <00:18:36.719>Aesthetics. <00:18:37.000>It

382
00:18:38.800 --> 00:18:41.300
<00:18:38.800>tells <00:18:39.000>well <00:18:39.200>take <00:18:39.399>the <00:18:39.600>previous <00:18:39.800>data <00:18:40.000>and <00:18:40.200>this

383
00:18:41.300 --> 00:18:44.400
<00:18:41.300>is <00:18:41.416>how <00:18:41.533>I <00:18:41.649>want <00:18:41.766>to <00:18:41.883>map <00:18:42.000>it <00:18:42.116>to <00:18:42.233>Aesthetics <00:18:42.350>of <00:18:42.466>the <00:18:42.583>image <00:18:42.700>that

384
00:18:44.400 --> 00:18:47.400
<00:18:44.400>I'm <00:18:44.600>drawing <00:18:44.800>and <00:18:45.000>finally <00:18:45.200>this <00:18:45.400>describe <00:18:45.600>like <00:18:45.800>which

385
00:18:47.400 --> 00:18:50.300
<00:18:47.400>primitive <00:18:47.555>shapes <00:18:47.711>in <00:18:47.866>this <00:18:48.022>case. <00:18:48.177>I'm <00:18:48.333>using <00:18:48.488>columns. <00:18:48.644>I <00:18:48.800>want

386
00:18:50.300 --> 00:18:51.200
<00:18:50.300>to <00:18:50.705>use <00:18:51.110>now.

387
00:18:52.500 --> 00:18:55.300
<00:18:52.500>Going <00:18:52.640>into <00:18:52.780>the <00:18:52.920>details <00:18:53.060>could <00:18:53.200>be <00:18:53.340>a <00:18:53.480>bit <00:18:53.620>overwhelming. <00:18:53.760>So <00:18:53.900>I

388
00:18:55.300 --> 00:18:58.600
<00:18:55.300>just <00:18:55.399>want <00:18:55.500>to <00:18:55.600>give <00:18:55.700>you <00:18:55.800>a <00:18:55.899>clue <00:18:56.000>so <00:18:56.100>that <00:18:56.200>you <00:18:56.300>can <00:18:56.399>investigate <00:18:56.500>further. <00:18:56.600>Right <00:18:56.700>and

389
00:18:58.600 --> 00:19:01.300
<00:18:58.600>the <00:18:58.755>output <00:18:58.911>of <00:18:59.066>this <00:18:59.222>is <00:18:59.377>actually <00:18:59.533>this <00:18:59.688>and <00:18:59.844>now <00:19:00.000>you

390
00:19:01.300 --> 00:19:04.500
<00:19:01.300>can <00:19:01.455>actually <00:19:01.611>see <00:19:01.766>a <00:19:01.922>way <00:19:02.077>more <00:19:02.233>way <00:19:02.388>better <00:19:02.544>Trend <00:19:02.700>than

391
00:19:04.500 --> 00:19:07.500
<00:19:04.500>before <00:19:04.675>right <00:19:04.850>like <00:19:05.025>news <00:19:05.200>is <00:19:05.375>definitely <00:19:05.550>like <00:19:05.725>rocking <00:19:05.900>in

392
00:19:07.500 --> 00:19:08.400
<00:19:07.500>comparison <00:19:07.905>to <00:19:08.310>everything.

393
00:19:09.200 --> 00:19:12.200
<00:19:09.200>But <00:19:09.340>this <00:19:09.480>is <00:19:09.620>not <00:19:09.760>enough <00:19:09.900>honestly <00:19:10.040>and <00:19:10.180>if <00:19:10.320>if <00:19:10.460>you <00:19:10.600>go

394
00:19:12.200 --> 00:19:15.600
<00:19:12.200>even <00:19:12.327>deeper <00:19:12.454>you <00:19:12.581>can <00:19:12.709>actually <00:19:12.836>see <00:19:12.963>I'm <00:19:13.090>not <00:19:13.218>sure. <00:19:13.345>Yeah <00:19:13.472>it <00:19:13.600>so.

395
00:19:16.700 --> 00:19:19.400
<00:19:16.700>You <00:19:16.855>can <00:19:17.011>see <00:19:17.166>the <00:19:17.322>trend <00:19:17.477>how <00:19:17.633>the <00:19:17.788>trends <00:19:17.944>changed <00:19:18.100>over

396
00:19:19.400 --> 00:19:22.100
<00:19:19.400>the <00:19:19.600>years <00:19:19.800>so <00:19:20.000>during <00:19:20.200>the <00:19:20.400>2005 <00:19:20.600>you <00:19:20.800>can

397
00:19:22.100 --> 00:19:25.100
<00:19:22.100>see <00:19:22.216>that <00:19:22.333>the <00:19:22.449>news <00:19:22.566>was <00:19:22.683>the <00:19:22.800>most <00:19:22.916>popular <00:19:23.033>thing. <00:19:23.149>And <00:19:23.266>as <00:19:23.383>we <00:19:23.500>go

398
00:19:25.100 --> 00:19:28.400
<00:19:25.100>towards <00:19:25.300>the <00:19:25.500>2020 <00:19:25.699>you <00:19:25.899>see <00:19:26.100>the <00:19:26.300>blocks <00:19:26.500>start

399
00:19:28.400 --> 00:19:31.200
<00:19:28.400>appearing <00:19:28.507>which <00:19:28.615>is <00:19:28.723>something <00:19:28.830>that <00:19:28.938>he <00:19:29.046>was <00:19:29.153>talking <00:19:29.261>about <00:19:29.369>like <00:19:29.476>an <00:19:29.584>hour <00:19:29.692>or <00:19:29.800>something

400
00:19:31.200 --> 00:19:31.400
ago.

401
00:19:33.700 --> 00:19:36.400
<00:19:33.700>Now <00:19:33.875>you <00:19:34.050>can <00:19:34.225>do <00:19:34.400>a <00:19:34.575>lot <00:19:34.750>with <00:19:34.925>GD <00:19:35.100>plots

402
00:19:36.400 --> 00:19:39.200
<00:19:36.400>like <00:19:36.600>it <00:19:36.800>has <00:19:37.000>well, <00:19:37.200>I <00:19:37.400>mean <00:19:37.600>seabourning <00:19:37.800>school

403
00:19:39.200 --> 00:19:42.100
<00:19:39.200>if <00:19:39.355>there <00:19:39.511>are <00:19:39.666>any <00:19:39.822>python <00:19:39.977>people <00:19:40.133>here, <00:19:40.288>but <00:19:40.444>ggplot <00:19:40.600>just

404
00:19:42.100 --> 00:19:45.400
<00:19:42.100>rocks. <00:19:42.300>Like <00:19:42.500>you <00:19:42.699>can <00:19:42.899>do <00:19:43.100>like <00:19:43.300>violent <00:19:43.500>plots.

405
00:19:45.400 --> 00:19:49.200
<00:19:45.400>You <00:19:45.555>can <00:19:45.711>do <00:19:45.866>histograms. <00:19:46.022>You <00:19:46.177>can <00:19:46.333>do <00:19:46.488>like <00:19:46.644>scare <00:19:46.800>plots.

406
00:19:49.200 --> 00:19:52.200
<00:19:49.200>You <00:19:49.340>can <00:19:49.480>do <00:19:49.620>word <00:19:49.760>clouds <00:19:49.900>like <00:19:50.040>there <00:19:50.180>is <00:19:50.320>a <00:19:50.460>tons <00:19:50.600>of

407
00:19:52.200 --> 00:19:55.500
<00:19:52.200>things <00:19:52.316>but <00:19:52.433>one <00:19:52.550>thing <00:19:52.666>that <00:19:52.783>you <00:19:52.900>just <00:19:53.016>have <00:19:53.133>to <00:19:53.250>learn <00:19:53.366>is <00:19:53.483>how <00:19:53.600>to

408
00:19:55.500 --> 00:19:58.400
<00:19:55.500>actually <00:19:55.675>map <00:19:55.850>the <00:19:56.025>data <00:19:56.200>properly <00:19:56.375>and <00:19:56.550>that's <00:19:56.725>where <00:19:56.900>the

409
00:19:58.400 --> 00:20:01.200
<00:19:58.400>GG <00:19:58.527>comes <00:19:58.654>from. <00:19:58.781>You <00:19:58.909>really <00:19:59.036>need <00:19:59.163>to <00:19:59.290>know. <00:19:59.418>How <00:19:59.545>do <00:19:59.672>you <00:19:59.800>actually

410
00:20:02.500 --> 00:20:05.800
<00:20:02.500>Convert <00:20:02.675>your <00:20:02.850>data <00:20:03.025>to <00:20:03.200>images <00:20:03.375>because <00:20:03.550>otherwise <00:20:03.725>it <00:20:03.900>will

411
00:20:05.800 --> 00:20:08.700
<00:20:05.800>if <00:20:05.927>you <00:20:06.054>don't <00:20:06.181>know <00:20:06.309>how <00:20:06.436>to <00:20:06.563>represent <00:20:06.690>it. <00:20:06.818>It <00:20:06.945>was <00:20:07.072>you. <00:20:07.200>It

412
00:20:08.700 --> 00:20:09.900
<00:20:08.700>won't <00:20:08.854>show <00:20:09.008>you <00:20:09.162>anything <00:20:09.317>that <00:20:09.471>you <00:20:09.625>didn't <00:20:09.780>know.

413
00:20:11.300 --> 00:20:11.600
now

414
00:20:12.400 --> 00:20:13.500
<00:20:12.400>generally <00:20:13.390>speaking.

415
00:20:15.100 --> 00:20:18.700
<00:20:15.100>Most <00:20:15.274>common <00:20:15.449>words <00:20:15.625>in <00:20:15.800>this <00:20:15.975>case <00:20:16.149>news <00:20:16.324>and <00:20:16.500>years

416
00:20:18.700 --> 00:20:21.300
<00:20:18.700>is <00:20:19.050>interesting <00:20:19.400>for <00:20:19.750>observation <00:20:20.100>and

417
00:20:21.300 --> 00:20:24.300
<00:20:21.300>for <00:20:21.475>presenting <00:20:21.649>a <00:20:21.825>new <00:20:22.000>language, <00:20:22.175>right, <00:20:22.350>but <00:20:22.524>there <00:20:22.700>is

418
00:20:24.300 --> 00:20:27.700
<00:20:24.300>another <00:20:24.427>thing <00:20:24.554>that's <00:20:24.681>really <00:20:24.809>important <00:20:24.936>when <00:20:25.063>it <00:20:25.190>comes <00:20:25.318>to <00:20:25.445>to <00:20:25.572>text <00:20:25.700>analysis

419
00:20:27.700 --> 00:20:30.200
<00:20:27.700>text <00:20:27.900>Mining <00:20:28.100>and <00:20:28.300>machine <00:20:28.500>learning <00:20:28.700>over <00:20:28.900>the <00:20:29.100>text.

420
00:20:31.200 --> 00:20:34.100
<00:20:31.200>and <00:20:31.375>it's <00:20:31.550>basically <00:20:31.725>about <00:20:31.900>something <00:20:32.075>else <00:20:32.250>which <00:20:32.425>are <00:20:32.600>the

421
00:20:34.100 --> 00:20:37.300
<00:20:34.100>least <00:20:34.274>common <00:20:34.449>words <00:20:34.625>which <00:20:34.800>are <00:20:34.975>quite <00:20:35.149>common <00:20:35.324>for <00:20:35.500>some

422
00:20:37.300 --> 00:20:41.200
<00:20:37.300>other <00:20:37.475>things <00:20:37.649>and <00:20:37.825>that <00:20:38.000>something <00:20:38.175>is <00:20:38.350>called <00:20:38.524>TF <00:20:38.700>IDF

423
00:20:40.200 --> 00:20:41.600
like

424
00:20:42.300 --> 00:20:45.400
<00:20:42.300>They <00:20:42.455>go <00:20:42.611>way <00:20:42.766>way <00:20:42.922>crazy <00:20:43.077>here. <00:20:43.233>And <00:20:43.388>actually <00:20:43.544>it's <00:20:43.700>quite

425
00:20:45.400 --> 00:20:48.200
<00:20:45.400>easy. <00:20:45.600>It <00:20:45.800>stands <00:20:46.000>for <00:20:46.200>term <00:20:46.400>frequency <00:20:46.600>inverse <00:20:46.800>document

426
00:20:48.200 --> 00:20:51.800
<00:20:48.200>frequency. <00:20:48.375>Now. <00:20:48.550>What <00:20:48.725>the <00:20:48.900>heck <00:20:49.075>is <00:20:49.250>this <00:20:49.425>DF <00:20:49.600>IDF?

427
00:20:51.800 --> 00:20:54.200
<00:20:51.800>If <00:20:51.940>you <00:20:52.080>did <00:20:52.220>any <00:20:52.360>text <00:20:52.500>mining <00:20:52.639>every <00:20:52.780>you <00:20:52.919>probably <00:20:53.060>know <00:20:53.200>what

428
00:20:54.200 --> 00:20:54.200
<00:20:54.200>it <00:20:54.200>is.

429
00:20:54.800 --> 00:20:58.000
<00:20:54.800>If <00:20:54.975>you <00:20:55.149>didn't <00:20:55.325>it's <00:20:55.500>actually <00:20:55.675>quite <00:20:55.850>simple <00:20:56.024>it <00:20:56.200>relies

430
00:20:57.100 --> 00:21:01.000
<00:20:57.100>on <00:20:57.274>the <00:20:57.449>fact <00:20:57.625>that <00:20:57.800>there <00:20:57.975>are <00:20:58.149>some <00:20:58.324>sets <00:20:58.500>of

431
00:21:00.600 --> 00:21:03.700
<00:21:00.600>text <00:21:00.833>we've <00:21:01.066>had <00:21:01.300>which <00:21:01.533>have <00:21:01.766>quite <00:21:02.000>common

432
00:21:03.700 --> 00:21:06.200
<00:21:03.700>words <00:21:03.900>that <00:21:04.100>occur <00:21:04.300>in <00:21:04.500>them, <00:21:04.700>but <00:21:04.900>they <00:21:05.100>don't

433
00:21:06.200 --> 00:21:09.600
<00:21:06.200>cure <00:21:06.355>almost <00:21:06.511>occur <00:21:06.666>almost <00:21:06.822>at <00:21:06.977>all <00:21:07.133>anywhere <00:21:07.288>else. <00:21:07.444>Just <00:21:07.600>think

434
00:21:09.600 --> 00:21:12.700
<00:21:09.600>about <00:21:09.755>Stephen <00:21:09.911>King's <00:21:10.066>books, <00:21:10.222>right? <00:21:10.377>You <00:21:10.533>can <00:21:10.688>see <00:21:10.844>some <00:21:11.000>characters

435
00:21:12.700 --> 00:21:15.700
<00:21:12.700>that <00:21:12.933>would <00:21:13.166>be <00:21:13.400>quite <00:21:13.633>characteristics <00:21:13.866>characteristic <00:21:14.100>for

436
00:21:15.700 --> 00:21:18.200
<00:21:15.700>his <00:21:15.875>books, <00:21:16.050>but <00:21:16.225>they <00:21:16.400>would <00:21:16.575>never <00:21:16.750>appear <00:21:16.925>in <00:21:17.100>a

437
00:21:18.200 --> 00:21:21.500
<00:21:18.200>Jane <00:21:18.327>austenburg <00:21:18.454>or <00:21:18.581>something <00:21:18.709>like <00:21:18.836>that. <00:21:18.963>Right? <00:21:19.090>And <00:21:19.218>those <00:21:19.345>are <00:21:19.472>the <00:21:19.600>words

438
00:21:21.500 --> 00:21:24.800
<00:21:21.500>that <00:21:21.675>have <00:21:21.850>like <00:21:22.025>this <00:21:22.200>High <00:21:22.375>term <00:21:22.550>frequency. <00:21:22.725>But <00:21:22.900>over

439
00:21:24.800 --> 00:21:27.400
<00:21:24.800>the <00:21:25.033>inverse <00:21:25.266>document <00:21:25.500>frequency. <00:21:25.733>Now, <00:21:25.966>why <00:21:26.200>am

440
00:21:27.400 --> 00:21:28.300
<00:21:27.400>I <00:21:27.602>telling <00:21:27.805>you <00:21:28.007>this <00:21:28.210>well,

441
00:21:29.100 --> 00:21:32.300
<00:21:29.100>Because <00:21:29.255>this <00:21:29.411>can <00:21:29.566>be <00:21:29.722>quite <00:21:29.877>useful <00:21:30.033>for <00:21:30.188>something <00:21:30.344>that <00:21:30.500>I'm

442
00:21:32.300 --> 00:21:35.600
<00:21:32.300>going <00:21:32.416>to <00:21:32.533>show <00:21:32.649>you. <00:21:32.766>So <00:21:32.883>first, <00:21:33.000>how <00:21:33.116>do <00:21:33.233>you <00:21:33.350>get <00:21:33.466>the <00:21:33.583>fidf <00:21:33.700>for

443
00:21:35.600 --> 00:21:38.300
<00:21:35.600>your <00:21:35.879>document? <00:21:36.159>You <00:21:36.439>basically <00:21:36.719>do <00:21:37.000>the

444
00:21:38.300 --> 00:21:41.500
<00:21:38.300>whole <00:21:38.533>dance <00:21:38.766>again. <00:21:39.000>And <00:21:39.233>what <00:21:39.466>I <00:21:39.700>wanted

445
00:21:41.500 --> 00:21:44.300
<00:21:41.500>to <00:21:41.655>do <00:21:41.811>is <00:21:41.966>take <00:21:42.122>the <00:21:42.277>categories <00:21:42.433>from <00:21:42.588>his <00:21:42.744>blog <00:21:42.900>like

446
00:21:44.300 --> 00:21:47.200
<00:21:44.300>he <00:21:44.407>has <00:21:44.515>like <00:21:44.623>10 <00:21:44.730>categories <00:21:44.838>or <00:21:44.946>something <00:21:45.053>and <00:21:45.161>see <00:21:45.269>what <00:21:45.376>are <00:21:45.484>the <00:21:45.592>most <00:21:45.700>common

447
00:21:47.200 --> 00:21:50.300
<00:21:47.200>words <00:21:47.355>for <00:21:47.511>each <00:21:47.666>category. <00:21:47.822>And <00:21:47.977>this <00:21:48.133>is <00:21:48.288>the <00:21:48.444>most <00:21:48.600>important

448
00:21:50.300 --> 00:21:53.200
<00:21:50.300>part <00:21:50.440>is <00:21:50.580>this <00:21:50.720>over <00:21:50.860>here, <00:21:51.000>right? <00:21:51.139>And <00:21:51.280>this <00:21:51.419>is <00:21:51.560>part <00:21:51.700>of

449
00:21:53.200 --> 00:21:56.400
<00:21:53.200>the <00:21:53.375>Tidy <00:21:53.550>text <00:21:53.725>yet. <00:21:53.900>Another <00:21:54.075>thing <00:21:54.250>that <00:21:54.425>part <00:21:54.600>of

450
00:21:56.400 --> 00:21:59.700
<00:21:56.400>a <00:21:56.527>tiger <00:21:56.654>verse <00:21:56.781>and <00:21:56.909>it <00:21:57.036>basically <00:21:57.163>what <00:21:57.290>I <00:21:57.418>did <00:21:57.545>was <00:21:57.672>unless <00:21:57.800>the

451
00:21:59.700 --> 00:22:03.000
<00:21:59.700>talking, <00:21:59.840>you <00:21:59.980>know <00:22:00.120>explore <00:22:00.260>the <00:22:00.400>words <00:22:00.540>count <00:22:00.680>them <00:22:00.820>and <00:22:00.960>bind <00:22:01.100>TF

452
00:22:02.500 --> 00:22:04.100
<00:22:02.500>IDF <00:22:02.966>frequencies <00:22:03.433>to <00:22:03.900>them.

453
00:22:04.700 --> 00:22:07.300
<00:22:04.700>Now <00:22:04.933>if <00:22:05.166>you're <00:22:05.400>confused, <00:22:05.633>it's <00:22:05.866>totally <00:22:06.100>fine.

454
00:22:07.300 --> 00:22:10.500
<00:22:07.300>It <00:22:07.427>just <00:22:07.554>finds <00:22:07.681>the <00:22:07.809>most <00:22:07.936>common <00:22:08.063>words <00:22:08.190>in <00:22:08.318>a <00:22:08.445>specific <00:22:08.572>set <00:22:08.700>and

455
00:22:10.500 --> 00:22:13.200
<00:22:10.500>it <00:22:10.675>actually <00:22:10.850>gives <00:22:11.025>you <00:22:11.200>this <00:22:11.375>now <00:22:11.550>you <00:22:11.725>see <00:22:11.900>something

456
00:22:13.200 --> 00:22:16.200
<00:22:13.200>more <00:22:13.355>right? <00:22:13.511>You <00:22:13.666>can <00:22:13.822>see <00:22:13.977>some <00:22:14.133>categories <00:22:14.288>like <00:22:14.444>for <00:22:14.600>example

457
00:22:16.200 --> 00:22:19.100
<00:22:16.200>on <00:22:16.400>a <00:22:16.600>tech <00:22:16.800>lead <00:22:17.000>categories <00:22:17.200>on <00:22:17.400>a <00:22:17.600>tech

458
00:22:19.100 --> 00:22:22.800
<00:22:19.100>lead <00:22:19.240>categorized <00:22:19.379>articles. <00:22:19.520>The <00:22:19.659>most <00:22:19.800>common <00:22:19.939>is <00:22:20.080>like <00:22:20.219>bird <00:22:20.360>is <00:22:20.500>velocity

459
00:22:22.800 --> 00:22:25.000
<00:22:22.800>motivation <00:22:23.000>multitasking <00:22:23.200>and <00:22:23.399>stuff <00:22:23.600>like <00:22:23.800>that, <00:22:24.000>right? <00:22:24.200>So

460
00:22:25.700 --> 00:22:28.300
<00:22:25.700>The <00:22:25.855>deeper <00:22:26.011>you <00:22:26.166>go <00:22:26.322>into <00:22:26.477>the <00:22:26.633>text. <00:22:26.788>You <00:22:26.944>can <00:22:27.100>actually

461
00:22:28.300 --> 00:22:31.100
<00:22:28.300>see <00:22:28.440>a <00:22:28.580>lot <00:22:28.720>of <00:22:28.860>things <00:22:29.000>and <00:22:29.139>not <00:22:29.280>only <00:22:29.419>that <00:22:29.560>you <00:22:29.700>can

462
00:22:31.100 --> 00:22:34.600
<00:22:31.100>create <00:22:31.300>something <00:22:31.500>even <00:22:31.699>more <00:22:31.899>cool <00:22:32.100>like <00:22:32.300>this <00:22:32.500>term

463
00:22:34.600 --> 00:22:37.400
<00:22:34.600>Matrix, <00:22:34.800>right <00:22:35.000>and <00:22:35.199>you <00:22:35.399>can <00:22:35.600>basically <00:22:35.800>map <00:22:36.000>for

464
00:22:37.400 --> 00:22:40.200
<00:22:37.400>each <00:22:37.555>category. <00:22:37.711>Like <00:22:37.866>what <00:22:38.022>are <00:22:38.177>the <00:22:38.333>most <00:22:38.488>common <00:22:38.644>what <00:22:38.800>are

465
00:22:40.200 --> 00:22:43.300
<00:22:40.200>the <00:22:40.327>most <00:22:40.454>common <00:22:40.581>words <00:22:40.709>that <00:22:40.836>are <00:22:40.963>unique <00:22:41.090>to <00:22:41.218>them? <00:22:41.345>And <00:22:41.472>why <00:22:41.600>is

466
00:22:43.300 --> 00:22:46.100
<00:22:43.300>this <00:22:43.455>useful? <00:22:43.611>It's <00:22:43.766>useful <00:22:43.922>for <00:22:44.077>machine <00:22:44.233>learning. <00:22:44.388>Like <00:22:44.544>if <00:22:44.700>you

467
00:22:46.100 --> 00:22:49.600
<00:22:46.100>want <00:22:46.207>to <00:22:46.315>vectorize <00:22:46.423>your <00:22:46.530>text, <00:22:46.638>you <00:22:46.746>actually <00:22:46.853>have <00:22:46.961>to <00:22:47.069>turn <00:22:47.176>it <00:22:47.284>into <00:22:47.392>vectors, <00:22:47.500>right?

468
00:22:49.600 --> 00:22:52.600
<00:22:49.600>And <00:22:49.755>once <00:22:49.911>you <00:22:50.066>can <00:22:50.222>once <00:22:50.377>you <00:22:50.533>do <00:22:50.688>turn <00:22:50.844>them <00:22:51.000>into

469
00:22:52.600 --> 00:22:55.100
<00:22:52.600>vectors <00:22:52.755>and <00:22:52.911>TF <00:22:53.066>IDF <00:22:53.222>is <00:22:53.377>one <00:22:53.533>way <00:22:53.688>to <00:22:53.844>do <00:22:54.000>that.

470
00:22:55.100 --> 00:22:58.000
<00:22:55.100>You <00:22:55.274>can <00:22:55.449>use <00:22:55.625>this <00:22:55.800>tidy <00:22:55.975>models <00:22:56.149>Universe <00:22:56.324>which <00:22:56.500>is

471
00:22:58.300 --> 00:23:01.400
<00:22:58.300>again <00:22:58.440>bunch <00:22:58.580>of <00:22:58.720>packages <00:22:58.860>for <00:22:59.000>working <00:22:59.139>with <00:22:59.280>for <00:22:59.419>doing <00:22:59.560>machine <00:22:59.700>learning

472
00:23:01.400 --> 00:23:04.200
<00:23:01.400>and <00:23:01.600>are <00:23:01.800>and <00:23:02.000>trust <00:23:02.200>me <00:23:02.400>machine <00:23:02.600>art <00:23:02.800>was

473
00:23:04.200 --> 00:23:07.800
<00:23:04.200>built <00:23:04.355>for <00:23:04.511>for <00:23:04.666>data <00:23:04.822>and <00:23:04.977>machine <00:23:05.133>learning. <00:23:05.288>So <00:23:05.444>it's <00:23:05.600>way

474
00:23:07.800 --> 00:23:10.300
<00:23:07.800>very <00:23:08.080>python <00:23:08.360>again. <00:23:08.639>Sorry <00:23:08.919>python <00:23:09.200>guys,

475
00:23:10.300 --> 00:23:10.900
so

476
00:23:12.800 --> 00:23:15.300
<00:23:12.800>So <00:23:12.940>far, <00:23:13.080>I <00:23:13.220>mean <00:23:13.360>we <00:23:13.500>don't <00:23:13.639>have <00:23:13.780>time <00:23:13.919>to <00:23:14.060>go <00:23:14.200>into

477
00:23:15.300 --> 00:23:17.100
<00:23:15.300>title <00:23:15.500>models, <00:23:15.700>right? <00:23:15.899>That <00:23:16.100>would <00:23:16.300>be <00:23:16.500>another <00:23:16.700>presentation.

478
00:23:17.700 --> 00:23:20.700
<00:23:17.700>So <00:23:17.980>far <00:23:18.260>we <00:23:18.540>discussed <00:23:18.820>deep <00:23:19.100>player

479
00:23:20.700 --> 00:23:23.700
<00:23:20.700>the <00:23:20.980>player <00:23:21.260>we <00:23:21.540>discussed <00:23:21.820>magnetar. <00:23:22.100>We

480
00:23:23.700 --> 00:23:26.200
<00:23:23.700>discussed <00:23:23.827>table <00:23:23.954>we <00:23:24.081>discuss <00:23:24.209>Duty <00:23:24.336>plot. <00:23:24.463>The <00:23:24.590>only <00:23:24.718>thing <00:23:24.845>that <00:23:24.972>we <00:23:25.100>didn't

481
00:23:26.200 --> 00:23:27.900
<00:23:26.200>discuss <00:23:26.480>is <00:23:26.760>tied <00:23:27.040>the <00:23:27.320>art <00:23:27.600>package.

482
00:23:28.700 --> 00:23:31.500
<00:23:28.700>Tightly <00:23:28.855>our <00:23:29.011>package <00:23:29.166>is <00:23:29.322>a <00:23:29.477>package <00:23:29.633>that <00:23:29.788>contains <00:23:29.944>functions <00:23:30.100>that

483
00:23:31.500 --> 00:23:34.600
<00:23:31.500>help <00:23:31.700>you <00:23:31.900>take <00:23:32.100>unstructured <00:23:32.300>data. <00:23:32.500>Just <00:23:32.700>imagine <00:23:32.900>if

484
00:23:34.600 --> 00:23:37.600
<00:23:34.600>if <00:23:34.833>there <00:23:35.066>wasn't <00:23:35.300>atom <00:23:35.533>feed <00:23:35.766>or <00:23:36.000>RSS

485
00:23:37.600 --> 00:23:40.500
<00:23:37.600>feed <00:23:37.727>on <00:23:37.854>Java's <00:23:37.981>blogger. <00:23:38.109>If <00:23:38.236>I <00:23:38.363>had <00:23:38.490>to <00:23:38.618>pass <00:23:38.745>it <00:23:38.872>manually <00:23:39.000>basically

486
00:23:40.500 --> 00:23:43.500
<00:23:40.500>tidy <00:23:40.700>feet <00:23:40.900>contains <00:23:41.100>factors <00:23:41.300>to <00:23:41.500>take <00:23:41.700>completely <00:23:41.900>unstructured

487
00:23:43.500 --> 00:23:46.500
<00:23:43.500>data <00:23:43.655>and <00:23:43.811>turn <00:23:43.966>it <00:23:44.122>into <00:23:44.277>tidy <00:23:44.433>it <00:23:44.588>as <00:23:44.744>they <00:23:44.900>call

488
00:23:46.500 --> 00:23:49.200
<00:23:46.500>it <00:23:46.655>turn <00:23:46.811>it <00:23:46.966>into <00:23:47.122>tables. <00:23:47.277>That's <00:23:47.433>tidy <00:23:47.588>are <00:23:47.744>that's <00:23:47.900>what

489
00:23:49.200 --> 00:23:51.400
<00:23:49.200>any <00:23:49.400>the <00:23:49.600>name <00:23:49.800>is <00:23:50.000>quite <00:23:50.200>into <00:23:50.400>it, <00:23:50.600>right?

490
00:23:52.800 --> 00:23:53.100
and

491
00:23:54.800 --> 00:23:57.600
<00:23:54.800>I <00:23:55.000>was <00:23:55.200>about <00:23:55.399>to <00:23:55.600>finish <00:23:55.800>the <00:23:56.000>presentation <00:23:56.200>with

492
00:23:57.600 --> 00:23:58.600
<00:23:57.600>this <00:23:58.050>actually, <00:23:58.500>but

493
00:23:59.700 --> 00:24:02.700
<00:23:59.700>I <00:23:59.900>kind <00:24:00.100>of <00:24:00.300>sensed <00:24:00.500>a <00:24:00.700>missing <00:24:00.900>something <00:24:01.100>so

494
00:24:03.800 --> 00:24:06.700
<00:24:03.800>I <00:24:03.955>don't <00:24:04.111>want <00:24:04.266>to <00:24:04.422>leave <00:24:04.577>you <00:24:04.733>with <00:24:04.888>with <00:24:05.044>this. <00:24:05.200>I

495
00:24:06.700 --> 00:24:09.300
<00:24:06.700>want <00:24:06.840>to <00:24:06.980>be <00:24:07.120>with <00:24:07.260>something <00:24:07.400>else <00:24:07.540>and <00:24:07.680>that's <00:24:07.820>something <00:24:07.960>that <00:24:08.100>they

496
00:24:09.300 --> 00:24:09.600
<00:24:09.300>started <00:24:09.570>with.

497
00:24:10.500 --> 00:24:13.200
<00:24:10.500>So <00:24:10.675>I <00:24:10.850>was <00:24:11.025>talking <00:24:11.200>that <00:24:11.375>that <00:24:11.550>you <00:24:11.725>really <00:24:11.900>need

498
00:24:13.200 --> 00:24:16.700
<00:24:13.200>to <00:24:13.316>know <00:24:13.433>where <00:24:13.550>and <00:24:13.666>how <00:24:13.783>to <00:24:13.900>look <00:24:14.016>in <00:24:14.133>order <00:24:14.250>to <00:24:14.366>understand <00:24:14.483>and <00:24:14.600>find

499
00:24:16.700 --> 00:24:19.600
<00:24:16.700>patterns. <00:24:16.980>Right? <00:24:17.260>So <00:24:17.540>what <00:24:17.820>some <00:24:18.100>of

500
00:24:19.600 --> 00:24:22.300
<00:24:19.600>you <00:24:19.774>might <00:24:19.949>have <00:24:20.125>noticed <00:24:20.300>but <00:24:20.475>others <00:24:20.649>didn't <00:24:20.824>is <00:24:21.000>that

501
00:24:23.800 --> 00:24:24.900
<00:24:23.800>I <00:24:24.790>embedded.

502
00:24:26.900 --> 00:24:30.200
<00:24:26.900>Well, <00:24:27.075>I <00:24:27.250>embedded <00:24:27.425>an <00:24:27.600>image <00:24:27.775>of <00:24:27.950>Joel <00:24:28.125>here. <00:24:28.300>I'm

503
00:24:29.200 --> 00:24:33.200
<00:24:29.200>not <00:24:29.340>sure <00:24:29.480>if <00:24:29.620>you <00:24:29.760>saw <00:24:29.900>it <00:24:30.040>the <00:24:30.180>first <00:24:30.320>time <00:24:30.460>so <00:24:30.600>just

504
00:24:32.200 --> 00:24:35.200
<00:24:32.200>pasted <00:24:32.355>it <00:24:32.511>here. <00:24:32.666>Trust <00:24:32.822>me <00:24:32.977>it's <00:24:33.133>here <00:24:33.288>and <00:24:33.444>it <00:24:33.600>was

505
00:24:35.200 --> 00:24:38.100
<00:24:35.200>here <00:24:35.293>on <00:24:35.386>the <00:24:35.480>first <00:24:35.573>slide <00:24:35.666>as <00:24:35.760>well. <00:24:35.853>But <00:24:35.946>if <00:24:36.040>you <00:24:36.133>had <00:24:36.226>no <00:24:36.320>idea <00:24:36.413>where <00:24:36.506>to <00:24:36.600>look

506
00:24:38.100 --> 00:24:41.200
<00:24:38.100>you <00:24:38.216>probably <00:24:38.333>might <00:24:38.449>you <00:24:38.566>probably <00:24:38.683>missed <00:24:38.800>it. <00:24:38.916>But <00:24:39.033>now <00:24:39.149>that <00:24:39.266>I <00:24:39.383>gave <00:24:39.500>you

507
00:24:41.200 --> 00:24:44.200
<00:24:41.200>tools <00:24:41.327>what <00:24:41.454>I <00:24:41.581>at <00:24:41.709>least <00:24:41.836>I <00:24:41.963>introduced <00:24:42.090>you <00:24:42.218>to <00:24:42.345>tool <00:24:42.472>that <00:24:42.600>actually

508
00:24:44.200 --> 00:24:47.500
<00:24:44.200>can <00:24:44.340>be <00:24:44.480>used <00:24:44.620>to <00:24:44.760>analyze <00:24:44.900>images <00:24:45.040>among <00:24:45.180>other <00:24:45.320>things. <00:24:45.460>You <00:24:45.600>might

509
00:24:47.500 --> 00:24:50.800
<00:24:47.500>have <00:24:47.700>been <00:24:47.900>able <00:24:48.100>to <00:24:48.300>find <00:24:48.500>Joel <00:24:48.700>hanging <00:24:48.900>here

510
00:24:50.800 --> 00:24:54.500
<00:24:50.800>at <00:24:51.080>number <00:24:51.360>four, <00:24:51.639>right <00:24:51.919>and <00:24:52.200>there

511
00:24:53.500 --> 00:24:56.100
<00:24:53.500>is <00:24:53.700>one <00:24:53.900>cool <00:24:54.100>another <00:24:54.300>cool <00:24:54.500>thing <00:24:54.700>that <00:24:54.900>I

512
00:24:56.100 --> 00:24:59.400
<00:24:56.100>just <00:24:56.227>found <00:24:56.354>recently. <00:24:56.481>There <00:24:56.609>is <00:24:56.736>a <00:24:56.863>Twitter <00:24:56.990>bot <00:24:57.118>that <00:24:57.245>actually <00:24:57.372>creates <00:24:57.500>art

513
00:24:59.400 --> 00:25:02.400
<00:24:59.400>using <00:24:59.555>the <00:24:59.711>art <00:24:59.866>data. <00:25:00.022>This <00:25:00.177>is <00:25:00.333>basically <00:25:00.488>a <00:25:00.644>button <00:25:00.800>it

514
00:25:02.400 --> 00:25:05.200
<00:25:02.400>takes <00:25:02.555>up <00:25:02.711>difficult <00:25:02.866>data <00:25:03.022>and <00:25:03.177>creates <00:25:03.333>art <00:25:03.488>that <00:25:03.644>I <00:25:03.800>think

515
00:25:05.200 --> 00:25:06.500
<00:25:05.200>that's <00:25:05.785>quite <00:25:06.370>cool.

516
00:25:07.700 --> 00:25:07.900
so

517
00:25:09.100 --> 00:25:12.200
<00:25:09.100>If <00:25:09.255>you <00:25:09.411>want <00:25:09.566>to <00:25:09.722>learn <00:25:09.877>more, <00:25:10.033>basically <00:25:10.188>we <00:25:10.344>had <00:25:10.500>only

518
00:25:12.200 --> 00:25:15.400
<00:25:12.200>like <00:25:12.307>25 <00:25:12.415>minutes, <00:25:12.523>right <00:25:12.630>if <00:25:12.738>you <00:25:12.846>want <00:25:12.953>to <00:25:13.061>learn <00:25:13.169>more <00:25:13.276>and <00:25:13.384>I <00:25:13.492>hope <00:25:13.600>you

519
00:25:15.400 --> 00:25:18.200
<00:25:15.400>got <00:25:15.555>at <00:25:15.711>least <00:25:15.866>a <00:25:16.022>bit <00:25:16.177>inspired. <00:25:16.333>There <00:25:16.488>are <00:25:16.644>tons <00:25:16.800>of

520
00:25:18.200 --> 00:25:21.500
<00:25:18.200>books <00:25:18.316>and <00:25:18.433>most <00:25:18.550>of <00:25:18.666>them <00:25:18.783>are <00:25:18.900>free. <00:25:19.016>Like <00:25:19.133>you <00:25:19.250>can <00:25:19.366>just <00:25:19.483>Google <00:25:19.600>them.

521
00:25:21.500 --> 00:25:24.300
<00:25:21.500>They're <00:25:21.655>free <00:25:21.811>authors <00:25:21.966>tell <00:25:22.122>you <00:25:22.277>if <00:25:22.433>you <00:25:22.588>want <00:25:22.744>you <00:25:22.900>can

522
00:25:24.300 --> 00:25:27.300
<00:25:24.300>donate <00:25:24.427>to <00:25:24.554>do <00:25:24.681>some <00:25:24.809>charity <00:25:24.936>or <00:25:25.063>whatever. <00:25:25.190>You <00:25:25.318>can <00:25:25.445>read <00:25:25.572>them <00:25:25.700>for

523
00:25:27.300 --> 00:25:30.200
<00:25:27.300>free <00:25:27.475>on <00:25:27.649>online <00:25:27.825>that <00:25:28.000>are <00:25:28.175>books <00:25:28.350>on <00:25:28.524>Basics <00:25:28.700>that

524
00:25:30.200 --> 00:25:34.100
<00:25:30.200>are <00:25:30.375>books <00:25:30.550>on <00:25:30.725>Advanced <00:25:30.900>things. <00:25:31.075>So <00:25:31.250>so <00:25:31.425>you <00:25:31.600>can

525
00:25:34.100 --> 00:25:37.500
<00:25:34.100>check <00:25:34.227>those <00:25:34.354>out <00:25:34.481>or <00:25:34.609>you <00:25:34.736>can <00:25:34.863>follow <00:25:34.990>these <00:25:35.118>three <00:25:35.245>people <00:25:35.372>like <00:25:35.500>on

526
00:25:37.500 --> 00:25:40.100
<00:25:37.500>social <00:25:37.655>media <00:25:37.811>like <00:25:37.966>here <00:25:38.122>will <00:25:38.277>become <00:25:38.433>is <00:25:38.588>actually <00:25:38.744>I <00:25:38.900>think

527
00:25:40.100 --> 00:25:43.300
<00:25:40.100>the <00:25:40.227>people <00:25:40.354>is <00:25:40.481>actually <00:25:40.609>named <00:25:40.736>after <00:25:40.863>him <00:25:40.990>because <00:25:41.118>he's <00:25:41.245>a <00:25:41.372>New <00:25:41.500>Zealander.

528
00:25:43.300 --> 00:25:46.900
<00:25:43.300>So <00:25:43.475>these <00:25:43.649>three <00:25:43.825>people <00:25:44.000>are <00:25:44.175>like <00:25:44.350>either <00:25:44.524>huge <00:25:44.700>contributors

529
00:25:46.900 --> 00:25:49.200
<00:25:46.900>or <00:25:47.075>working <00:25:47.250>for <00:25:47.425>our <00:25:47.600>and <00:25:47.775>basically <00:25:47.950>following <00:25:48.125>them <00:25:48.300>on

530
00:25:49.200 --> 00:25:53.100
<00:25:49.200>Twitter <00:25:49.355>is <00:25:49.511>yeah, <00:25:49.666>what <00:25:49.822>would <00:25:49.977>be <00:25:50.133>useful <00:25:50.288>if <00:25:50.444>you're, <00:25:50.600>you

531
00:25:52.100 --> 00:25:55.200
<00:25:52.100>know, <00:25:52.333>like <00:25:52.566>in <00:25:52.800>Crossing <00:25:53.033>in <00:25:53.266>our <00:25:53.500>journey,

532
00:25:55.200 --> 00:25:58.600
<00:25:55.200>and <00:25:55.550>with <00:25:55.900>that <00:25:56.250>I'd <00:25:56.600>actually

533
00:25:58.600 --> 00:26:01.200
<00:25:58.600>like <00:25:58.716>to <00:25:58.833>thank <00:25:58.949>you <00:25:59.066>very <00:25:59.183>much. <00:25:59.300>It <00:25:59.416>was <00:25:59.533>a <00:25:59.649>pleasure <00:25:59.766>to <00:25:59.883>do <00:26:00.000>this

534
00:26:01.200 --> 00:26:05.100
<00:26:01.200>quick <00:26:01.480>overview <00:26:01.760>of <00:26:02.040>our <00:26:02.320>hopefully <00:26:02.600>inspire.

535
00:26:04.100 --> 00:26:07.600
<00:26:04.100>You <00:26:04.240>can <00:26:04.379>find <00:26:04.520>my <00:26:04.659>blog <00:26:04.800>here. <00:26:04.939>I <00:26:05.080>block <00:26:05.219>on <00:26:05.360>everything <00:26:05.500>from

536
00:26:07.600 --> 00:26:08.600
<00:26:07.600>Mental <00:26:08.500>Health

537
00:26:09.600 --> 00:26:13.000
<00:26:09.600>Boards, <00:26:09.755>which <00:26:09.911>is <00:26:10.066>quite <00:26:10.222>connected <00:26:10.377>these <00:26:10.533>days <00:26:10.688>programming <00:26:10.844>machine <00:26:11.000>learning

538
00:26:12.200 --> 00:26:15.300
<00:26:12.200>and <00:26:12.400>stuff <00:26:12.600>social <00:26:12.800>media <00:26:13.000>and <00:26:13.200>quite <00:26:13.400>active <00:26:13.600>or

539
00:26:15.300 --> 00:26:18.300
<00:26:15.300>just <00:26:15.500>approach <00:26:15.700>me <00:26:15.899>around <00:26:16.100>and <00:26:16.300>we <00:26:16.500>can <00:26:16.700>discuss.

540
00:26:18.300 --> 00:26:21.300
<00:26:18.300>So <00:26:18.500>thank <00:26:18.700>you <00:26:18.899>very <00:26:19.100>much <00:26:19.300>and <00:26:19.500>let's <00:26:19.700>see

541
00:26:21.300 --> 00:26:21.800
<00:26:21.300>if <00:26:21.412>we <00:26:21.524>have <00:26:21.637>any <00:26:21.750>questions.

542
00:26:30.300 --> 00:26:33.400
<00:26:30.300>Thank <00:26:30.455>you <00:26:30.611>very <00:26:30.766>much. <00:26:30.922>It <00:26:31.077>was <00:26:31.233>very <00:26:31.388>interesting <00:26:31.544>talk. <00:26:31.700>Thank

543
00:26:33.400 --> 00:26:38.200
<00:26:33.400>you <00:26:33.600>Mr. <00:26:33.800>Picture <00:26:34.000>of <00:26:34.200>as <00:26:34.400>well. <00:26:34.600>Yeah, <00:26:34.800>we

544
00:26:37.200 --> 00:26:40.600
<00:26:37.200>have <00:26:37.400>a <00:26:37.600>few <00:26:37.800>questions. <00:26:38.000>Can <00:26:38.200>you <00:26:38.400>explain <00:26:38.600>to

545
00:26:40.600 --> 00:26:43.400
<00:26:40.600>a <00:26:40.800>five <00:26:41.000>year <00:26:41.199>old <00:26:41.399>why <00:26:41.600>are <00:26:41.800>and <00:26:42.000>not

546
00:26:43.400 --> 00:26:48.200
<00:26:43.400>fighting? <00:26:43.575>Why <00:26:43.750>are <00:26:43.925>and <00:26:44.100>not <00:26:44.275>python? <00:26:44.450>Well, <00:26:44.625>you <00:26:44.800>actually

547
00:26:47.200 --> 00:26:49.900
<00:26:47.200>have <00:26:47.375>a <00:26:47.550>image <00:26:47.725>for <00:26:47.900>that <00:26:48.075>one <00:26:48.250>sec. <00:26:48.425>I <00:26:48.600>mean

548
00:26:51.300 --> 00:26:54.200
<00:26:51.300>I <00:26:51.427>would <00:26:51.554>show <00:26:51.681>him <00:26:51.809>an <00:26:51.936>image <00:26:52.063>because <00:26:52.190>because <00:26:52.318>he <00:26:52.445>doesn't <00:26:52.572>care <00:26:52.700>about

549
00:26:54.200 --> 00:26:55.400
<00:26:54.200>I <00:26:55.280>mean

550
00:27:01.100 --> 00:27:02.900
<00:27:01.100>this <00:27:01.333>for <00:27:01.566>one, <00:27:01.800>but <00:27:02.033>that's <00:27:02.266>not <00:27:02.500>for.

551
00:27:03.500 --> 00:27:06.100
<00:27:03.500>because <00:27:03.700>I'm <00:27:03.900>telling <00:27:04.100>you <00:27:04.300>like <00:27:04.500>right <00:27:04.700>tools <00:27:04.900>for

552
00:27:06.100 --> 00:27:08.300
<00:27:06.100>the <00:27:06.449>right <00:27:06.800>job <00:27:07.149>like <00:27:07.500>but

553
00:27:10.500 --> 00:27:10.800
<00:27:10.500>Thank <00:27:10.770>you.

554
00:27:12.300 --> 00:27:15.600
<00:27:12.300>So <00:27:12.440>right <00:27:12.580>tools <00:27:12.720>for <00:27:12.860>the <00:27:13.000>right <00:27:13.139>job <00:27:13.280>basically <00:27:13.419>are <00:27:13.560>is <00:27:13.700>made

555
00:27:15.600 --> 00:27:18.800
<00:27:15.600>for <00:27:15.833>doing <00:27:16.066>stuff <00:27:16.300>with <00:27:16.533>data <00:27:16.766>python <00:27:17.000>is

556
00:27:18.800 --> 00:27:21.100
<00:27:18.800>a <00:27:19.000>general <00:27:19.200>purpose <00:27:19.399>language <00:27:19.600>which <00:27:19.800>happens <00:27:20.000>to <00:27:20.200>have

557
00:27:21.100 --> 00:27:24.500
<00:27:21.100>stuff <00:27:21.255>for <00:27:21.411>data <00:27:21.566>science. <00:27:21.722>So, <00:27:21.877>I <00:27:22.033>mean <00:27:22.188>like <00:27:22.344>you <00:27:22.500>you

558
00:27:24.500 --> 00:27:28.500
<00:27:24.500>just <00:27:24.600>want <00:27:24.700>to <00:27:24.800>I <00:27:24.900>mean, <00:27:25.000>you <00:27:25.100>can <00:27:25.200>do <00:27:25.300>a <00:27:25.400>lot <00:27:25.500>of <00:27:25.600>stuff <00:27:25.700>with <00:27:25.800>with <00:27:25.900>buyers

559
00:27:27.500 --> 00:27:30.300
<00:27:27.500>and <00:27:27.780>whatever <00:27:28.060>but <00:27:28.340>but <00:27:28.620>when <00:27:28.900>it

560
00:27:30.300 --> 00:27:34.800
<00:27:30.300>comes <00:27:30.416>to <00:27:30.533>write <00:27:30.649>to <00:27:30.766>for <00:27:30.883>the <00:27:31.000>right <00:27:31.116>job <00:27:31.233>that <00:27:31.350>that's <00:27:31.466>our <00:27:31.583>so <00:27:31.700>or

561
00:27:33.800 --> 00:27:36.800
<00:27:33.800>yeah <00:27:34.080>just <00:27:34.360>use <00:27:34.639>it <00:27:34.919>because <00:27:35.200>yeah,

562
00:27:36.800 --> 00:27:39.300
<00:27:36.800>I <00:27:37.033>mean, <00:27:37.266>that <00:27:37.500>would <00:27:37.733>be <00:27:37.966>non <00:27:38.200>artistic

563
00:27:39.300 --> 00:27:41.400
<00:27:39.300>but <00:27:39.407>but <00:27:39.515>the <00:27:39.623>way <00:27:39.730>right <00:27:39.838>tool <00:27:39.946>for <00:27:40.053>the <00:27:40.161>right <00:27:40.269>job, <00:27:40.376>I <00:27:40.484>would <00:27:40.592>say, <00:27:40.700>right

564
00:27:42.900 --> 00:27:45.500
<00:27:42.900>I <00:27:43.100>see <00:27:43.300>so <00:27:43.500>you <00:27:43.700>said <00:27:43.900>let <00:27:44.100>R <00:27:44.300>because

565
00:27:45.500 --> 00:27:49.100
<00:27:45.500>they <00:27:45.780>started <00:27:46.060>index <00:27:46.340>one. <00:27:46.620>Right <00:27:46.900>what

566
00:27:48.100 --> 00:27:51.600
<00:27:48.100>sorry, <00:27:48.300>you <00:27:48.500>said <00:27:48.699>that <00:27:48.899>our <00:27:49.100>language <00:27:49.300>started <00:27:49.500>an

567
00:27:51.600 --> 00:27:54.900
<00:27:51.600>English <00:27:51.755>index <00:27:51.911>1 <00:27:52.066>we <00:27:52.222>got <00:27:52.377>it, <00:27:52.533>right? <00:27:52.688>Yeah, <00:27:52.844>so <00:27:53.000>why

568
00:27:54.900 --> 00:27:55.800
<00:27:54.900>not <00:27:55.710>Matlab?

569
00:27:56.400 --> 00:27:59.700
<00:27:56.400>Yeah, <00:27:56.633>what <00:27:56.866>Matlab <00:27:57.100>motto? <00:27:57.333>Yeah, <00:27:57.566>they <00:27:57.800>also

570
00:27:59.700 --> 00:28:03.000
<00:27:59.700>really <00:27:59.855>so <00:28:00.011>I <00:28:00.166>had <00:28:00.322>really <00:28:00.477>okay. <00:28:00.633>That's <00:28:00.788>that's <00:28:00.944>important. <00:28:01.100>Actually

571
00:28:02.500 --> 00:28:05.100
<00:28:02.500>that <00:28:02.700>makes <00:28:02.900>three <00:28:03.100>of <00:28:03.300>them <00:28:03.500>but <00:28:03.700>in <00:28:03.900>terms

572
00:28:05.100 --> 00:28:05.900
<00:28:05.100>of <00:28:05.820>popularity

573
00:28:07.200 --> 00:28:08.000
<00:28:07.200>just <00:28:07.560>a <00:28:07.920>joke.

574
00:28:08.800 --> 00:28:11.500
<00:28:08.800>That's <00:28:08.955>a <00:28:09.111>good. <00:28:09.266>Okay, <00:28:09.422>so <00:28:09.577>I <00:28:09.733>have <00:28:09.888>to <00:28:10.044>update <00:28:10.200>presentation.

575
00:28:11.500 --> 00:28:14.100
<00:28:11.500>So <00:28:11.655>thank <00:28:11.811>you <00:28:11.966>very <00:28:12.122>much. <00:28:12.277>We <00:28:12.433>ran <00:28:12.588>out <00:28:12.744>of <00:28:12.900>time.

576
00:28:14.100 --> 00:28:18.400
<00:28:14.100>Thank <00:28:14.240>you <00:28:14.379>very <00:28:14.520>much <00:28:14.659>for <00:28:14.800>attending <00:28:14.939>the <00:28:15.080>session <00:28:15.219>now <00:28:15.360>in <00:28:15.500>five

577
00:28:18.400 --> 00:28:18.500
minutes.