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hello<00:00:17.660><c> everybody</c><00:00:17.869><c> I'm</c><00:00:18.289><c> Alexa</c><00:00:18.710><c> crabber</c><00:00:19.039><c> the</c>

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hello everybody I'm Alexa crabber the
 

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hello everybody I'm Alexa crabber the
organizer<00:00:19.699><c> of</c><00:00:19.910><c> sf's</c><00:00:20.420><c> park</c><00:00:20.630><c> in</c><00:00:20.720><c> France</c><00:00:20.990><c> and</c>

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organizer of sf's park in France and
 

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organizer of sf's park in France and
here<00:00:22.039><c> we</c><00:00:22.160><c> are</c><00:00:22.279><c> allocation</c><00:00:22.789><c> chartboost</c><00:00:23.619><c> and</c><00:00:24.619><c> we</c>

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here we are allocation chartboost and we
 

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here we are allocation chartboost and we
have<00:00:24.920><c> a</c><00:00:24.949><c> very</c><00:00:25.039><c> special</c><00:00:25.339><c> meet</c><00:00:25.699><c> up</c><00:00:25.910><c> tonight</c><00:00:26.449><c> it's</c>

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have a very special meet up tonight it's
 

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have a very special meet up tonight it's
called<00:00:27.259><c> open</c><00:00:27.560><c> genomics</c><00:00:28.039><c> skallon</c><00:00:28.519><c> spark</c><00:00:28.789><c> for</c>

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called open genomics skallon spark for
 

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called open genomics skallon spark for
good<00:00:29.380><c> how</c><00:00:30.380><c> open</c><00:00:30.890><c> source</c><00:00:31.070><c> developers</c><00:00:31.519><c> can</c><00:00:31.699><c> help</c>

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good how open source developers can help
 

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good how open source developers can help
in<00:00:32.650><c> genomics</c><00:00:33.650><c> research</c><00:00:34.070><c> and</c><00:00:34.490><c> cancer</c><00:00:35.030><c> research</c>

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in genomics research and cancer research
 

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in genomics research and cancer research
and<00:00:35.860><c> it's</c><00:00:36.860><c> a</c><00:00:36.950><c> very</c><00:00:37.100><c> important</c><00:00:37.610><c> topic</c><00:00:37.990><c> coming</c>

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and it's a very important topic coming
 

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and it's a very important topic coming
out<00:00:39.110><c> in</c><00:00:39.410><c> a</c><00:00:40.040><c> personalized</c><00:00:40.760><c> medicine</c><00:00:41.240><c> we</c><00:00:41.750><c> have</c>

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out in a personalized medicine we have
 

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out in a personalized medicine we have
two<00:00:42.170><c> great</c><00:00:42.350><c> talks</c><00:00:42.560><c> today</c><00:00:43.420><c> from</c><00:00:44.420><c> employed</c><00:00:44.990><c> in</c>

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two great talks today from employed in
 

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two great talks today from employed in
Berkeley<00:00:45.470><c> and</c><00:00:45.590><c> from</c><00:00:45.770><c> driver</c><00:00:46.010><c> genomics</c><00:00:46.460><c> and</c>

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Berkeley and from driver genomics and
 

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Berkeley and from driver genomics and
here<00:00:47.480><c> we'll</c><00:00:47.630><c> also</c><00:00:47.660><c> have</c><00:00:47.990><c> frank</c><00:00:48.380><c> not</c><00:00:48.530><c> huffed</c>

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here we'll also have frank not huffed
 

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here we'll also have frank not huffed
who<00:00:49.760><c> is</c><00:00:49.880><c> a</c><00:00:49.910><c> PhD</c><00:00:50.270><c> candidate</c><00:00:50.600><c> at</c><00:00:50.720><c> my</c><00:00:51.170><c> pad</c>

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who is a PhD candidate at my pad
 

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who is a PhD candidate at my pad
berkeley<00:00:51.770><c> hello</c><00:00:52.610><c> Frank</c><00:00:52.820><c> it's</c><00:00:53.150><c> great</c><00:00:53.360><c> to</c><00:00:53.420><c> have</c>

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berkeley hello Frank it's great to have
 

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berkeley hello Frank it's great to have
you<00:00:53.630><c> great</c><00:00:54.410><c> to</c><00:00:54.530><c> be</c><00:00:54.560><c> here</c><00:00:54.700><c> so</c><00:00:55.700><c> I</c><00:00:56.690><c> think</c><00:00:57.190><c> Adam</c><00:00:58.190><c> and</c>

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you great to be here so I think Adam and
 

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you great to be here so I think Adam and
spark<00:00:59.720><c> set</c><00:00:59.990><c> up</c><00:01:00.080><c> as</c><00:01:00.170><c> the</c><00:01:00.290><c> project</c><00:01:00.710><c> from</c><00:01:00.920><c> a</c><00:01:01.040><c> blob</c>

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spark set up as the project from a blob
 

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spark set up as the project from a blob
it's<00:01:01.880><c> really</c><00:01:02.120><c> well</c><00:01:02.870><c> known</c><00:01:03.110><c> by</c><00:01:04.040><c> this</c><00:01:04.540><c> point</c><00:01:05.540><c> in</c>

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it's really well known by this point in
 

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it's really well known by this point in
time<00:01:05.869><c> and</c><00:01:06.110><c> the</c><00:01:06.140><c> community</c><00:01:06.650><c> and</c><00:01:06.950><c> so</c><00:01:07.700><c> you're</c><00:01:07.850><c> one</c>

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time and the community and so you're one
 

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time and the community and so you're one
of<00:01:08.210><c> the</c><00:01:08.299><c> folks</c><00:01:08.480><c> directly</c><00:01:08.930><c> working</c><00:01:09.110><c> this</c><00:01:09.320><c> so</c>

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of the folks directly working this so
 

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of the folks directly working this so
maybe<00:01:09.710><c> you</c><00:01:09.800><c> can</c><00:01:10.040><c> tell</c><00:01:10.580><c> us</c><00:01:10.640><c> a</c><00:01:10.820><c> little</c><00:01:10.910><c> bit</c><00:01:11.200><c> about</c>

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maybe you can tell us a little bit about
 

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maybe you can tell us a little bit about
that<00:01:12.440><c> project</c><00:01:12.680><c> sure</c><00:01:13.670><c> sure</c><00:01:14.060><c> so</c><00:01:14.090><c> you</c><00:01:14.840><c> know</c><00:01:14.930><c> we've</c>

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that project sure sure so you know we've
 

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that project sure sure so you know we've
been<00:01:15.110><c> working</c><00:01:15.410><c> on</c><00:01:15.710><c> the</c><00:01:15.800><c> atom</c><00:01:16.130><c> project</c><00:01:16.370><c> for</c>

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been working on the atom project for
 

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been working on the atom project for
about<00:01:17.060><c> two</c><00:01:17.360><c> and</c><00:01:17.390><c> a</c><00:01:17.510><c> half</c><00:01:17.540><c> years</c><00:01:17.960><c> right</c><00:01:18.260><c> now</c><00:01:18.470><c> and</c>

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about two and a half years right now and
 

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about two and a half years right now and
the<00:01:19.850><c> atom</c><00:01:20.150><c> project</c><00:01:20.360><c> is</c><00:01:20.659><c> an</c><00:01:20.780><c> attempt</c><00:01:21.110><c> to</c><00:01:21.200><c> use</c>

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the atom project is an attempt to use
 

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the atom project is an attempt to use
the<00:01:21.800><c> spark</c><00:01:22.280><c> and</c><00:01:22.610><c> the</c><00:01:22.760><c> Hadoop</c><00:01:23.090><c> stack</c><00:01:23.450><c> to</c><00:01:24.200><c> try</c><00:01:24.500><c> to</c>

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the spark and the Hadoop stack to try to
 

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the spark and the Hadoop stack to try to
process<00:01:24.860><c> genomic</c><00:01:25.430><c> data</c><00:01:25.730><c> in</c><00:01:25.970><c> a</c><00:01:26.120><c> faster</c><00:01:27.040><c> easier</c>

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process genomic data in a faster easier
 

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process genomic data in a faster easier
to<00:01:28.370><c> work</c><00:01:28.550><c> with</c><00:01:28.610><c> way</c><00:01:29.000><c> so</c><00:01:29.810><c> you</c><00:01:30.560><c> know</c><00:01:30.710><c> when</c><00:01:31.040><c> we</c>

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to work with way so you know when we
 

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to work with way so you know when we
when<00:01:31.760><c> we</c><00:01:31.790><c> started</c><00:01:32.090><c> looking</c><00:01:32.330><c> at</c><00:01:32.450><c> the</c><00:01:32.570><c> problem</c>

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when we started looking at the problem
 

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when we started looking at the problem
most<00:01:33.320><c> of</c><00:01:33.470><c> the</c><00:01:33.530><c> tools</c><00:01:33.710><c> that</c><00:01:33.890><c> are</c><00:01:33.979><c> out</c><00:01:34.070><c> there</c><00:01:34.190><c> in</c>

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most of the tools that are out there in
 

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most of the tools that are out there in
genomics<00:01:34.909><c> right</c><00:01:35.060><c> now</c><00:01:35.210><c> are</c><00:01:35.420><c> focused</c><00:01:35.810><c> on</c><00:01:35.930><c> a</c>

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genomics right now are focused on a
 

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genomics right now are focused on a
single<00:01:36.200><c> node</c><00:01:36.590><c> and</c><00:01:36.920><c> they</c><00:01:37.580><c> are</c><00:01:38.050><c> you</c><00:01:39.050><c> know</c>

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single node and they are you know
 

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single node and they are you know
they're<00:01:39.320><c> based</c><00:01:39.800><c> heavily</c><00:01:40.010><c> around</c><00:01:40.430><c> some</c><00:01:40.610><c> of</c><00:01:40.640><c> the</c>

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they're based heavily around some of the
 

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they're based heavily around some of the
legacy<00:01:41.180><c> file</c><00:01:41.510><c> formats</c><00:01:42.110><c> and</c><00:01:42.440><c> legacy</c>

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legacy file formats and legacy
 

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legacy file formats and legacy
technologies<00:01:43.490><c> that</c><00:01:43.700><c> were</c><00:01:43.820><c> very</c><00:01:43.850><c> common</c><00:01:44.659><c> when</c>

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technologies that were very common when
 

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technologies that were very common when
the<00:01:45.530><c> next</c><00:01:45.860><c> generation</c><00:01:46.370><c> sequencing</c><00:01:46.640><c> error</c>

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the next generation sequencing error
 

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the next generation sequencing error
really<00:01:47.479><c> started</c><00:01:48.229><c> getting</c><00:01:48.260><c> kicked</c><00:01:48.740><c> off</c><00:01:48.920><c> you</c>

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really started getting kicked off you
 

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really started getting kicked off you
know<00:01:49.370><c> two</c><00:01:49.430><c> thousand</c><00:01:49.940><c> six</c><00:01:50.150><c> two</c><00:01:50.330><c> thousand</c><00:01:50.750><c> eight</c>

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know two thousand six two thousand eight
 

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know two thousand six two thousand eight
uh<00:01:51.190><c> you</c><00:01:52.190><c> know</c><00:01:52.280><c> since</c><00:01:52.580><c> then</c><00:01:52.850><c> you</c><00:01:53.270><c> know</c><00:01:53.360><c> one</c><00:01:53.540><c> of</c>

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uh you know since then you know one of
 

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uh you know since then you know one of
the<00:01:53.720><c> big</c><00:01:53.870><c> realizations</c><00:01:54.440><c> that</c><00:01:54.530><c> we</c><00:01:54.799><c> had</c><00:01:55.040><c> is</c>

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the big realizations that we had is
 

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the big realizations that we had is
actually<00:01:55.460><c> this</c><00:01:55.760><c> this</c><00:01:56.060><c> huge</c><00:01:56.299><c> growth</c><00:01:56.690><c> in</c>

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actually this this huge growth in
 

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actually this this huge growth in
genomic<00:01:58.010><c> sequencing</c><00:01:58.820><c> has</c><00:01:59.000><c> really</c><00:01:59.450><c> paralleled</c>

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genomic sequencing has really paralleled
 

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genomic sequencing has really paralleled
how<00:02:00.350><c> you</c><00:02:00.860><c> know</c><00:02:00.920><c> the</c><00:02:01.070><c> rise</c><00:02:01.250><c> of</c><00:02:01.670><c> all</c><00:02:01.850><c> these</c>

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how you know the rise of all these
 

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how you know the rise of all these
high-performance<00:02:02.440><c> analytic</c><00:02:03.440><c> technologies</c>

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high-performance analytic technologies
 

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high-performance analytic technologies
came<00:02:04.880><c> up</c><00:02:05.119><c> in</c><00:02:05.450><c> the</c><00:02:05.659><c> you</c><00:02:05.960><c> know</c><00:02:05.990><c> in</c><00:02:06.320><c> this</c><00:02:06.470><c> big</c><00:02:06.650><c> data</c>

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came up in the you know in this big data
 

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came up in the you know in this big data
space<00:02:07.250><c> so</c><00:02:08.060><c> we</c><00:02:08.090><c> saw</c><00:02:08.390><c> a</c><00:02:08.420><c> very</c><00:02:08.659><c> good</c><00:02:08.929><c> opportunity</c>

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space so we saw a very good opportunity
 

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space so we saw a very good opportunity
to<00:02:09.649><c> go</c><00:02:09.920><c> ahead</c><00:02:10.069><c> and</c><00:02:10.789><c> take</c><00:02:11.060><c> some</c><00:02:11.360><c> of</c><00:02:11.480><c> the</c><00:02:11.540><c> tools</c>

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to go ahead and take some of the tools
 

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to go ahead and take some of the tools
that<00:02:12.080><c> were</c><00:02:12.439><c> you</c><00:02:12.680><c> know</c><00:02:12.709><c> coming</c><00:02:13.159><c> out</c><00:02:13.249><c> on</c><00:02:13.459><c> the</c>

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that were you know coming out on the
 

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that were you know coming out on the
scene<00:02:13.790><c> whether</c><00:02:14.060><c> it's</c><00:02:14.239><c> a</c><00:02:14.299><c> tool</c><00:02:14.510><c> like</c><00:02:14.659><c> spark</c><00:02:15.219><c> you</c>

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scene whether it's a tool like spark you
 

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scene whether it's a tool like spark you
know

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know
 

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know
I'll<00:02:16.950><c> format</c><00:02:17.340><c> like</c><00:02:17.490><c> Park</c><00:02:17.760><c> hey</c><00:02:17.970><c> you</c><00:02:18.690><c> know</c><00:02:18.750><c> data</c>

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I'll format like Park hey you know data
 

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I'll format like Park hey you know data
serialization<00:02:19.440><c> method</c><00:02:20.070><c> like</c><00:02:20.160><c> Avro</c><00:02:20.670><c> to</c><00:02:21.060><c> just</c>

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serialization method like Avro to just
 

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serialization method like Avro to just
go<00:02:21.360><c> ahead</c><00:02:21.480><c> and</c><00:02:21.660><c> make</c><00:02:21.930><c> it</c><00:02:22.140><c> easier</c><00:02:22.680><c> to</c><00:02:22.800><c> process</c>

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go ahead and make it easier to process
 

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go ahead and make it easier to process
large<00:02:23.220><c> amounts</c><00:02:23.790><c> of</c><00:02:23.880><c> genomic</c><00:02:24.180><c> data</c><00:02:24.510><c> at</c><00:02:24.840><c> a</c><00:02:25.140><c> high</c>

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large amounts of genomic data at a high
 

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large amounts of genomic data at a high
rate<00:02:25.590><c> of</c><00:02:25.650><c> speed</c><00:02:25.830><c> hmm</c><00:02:26.700><c> ah</c><00:02:26.790><c> you</c><00:02:27.120><c> know</c><00:02:27.240><c> so</c><00:02:27.480><c> over</c>

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rate of speed hmm ah you know so over
 

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rate of speed hmm ah you know so over
the<00:02:28.230><c> past</c><00:02:28.440><c> two</c><00:02:28.710><c> years</c><00:02:28.920><c> what</c><00:02:29.220><c> we've</c><00:02:29.280><c> been</c>

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the past two years what we've been
 

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the past two years what we've been
working<00:02:29.640><c> on</c><00:02:29.970><c> is</c><00:02:30.210><c> trying</c><00:02:30.390><c> to</c><00:02:30.750><c> essentially</c>

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working on is trying to essentially
 

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working on is trying to essentially
replicate<00:02:32.190><c> and</c><00:02:32.430><c> improve</c><00:02:32.760><c> on</c><00:02:33.000><c> some</c><00:02:33.300><c> of</c><00:02:33.420><c> the</c>

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replicate and improve on some of the
 

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replicate and improve on some of the
current<00:02:34.200><c> standard</c><00:02:34.590><c> practice</c><00:02:35.100><c> in</c><00:02:35.250><c> genomics</c><00:02:35.850><c> so</c>

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current standard practice in genomics so
 

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current standard practice in genomics so
we've<00:02:36.690><c> been</c><00:02:36.810><c> trying</c><00:02:37.200><c> to</c><00:02:37.260><c> tackle</c><00:02:37.530><c> some</c><00:02:37.920><c> of</c><00:02:37.950><c> the</c>

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we've been trying to tackle some of the
 

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we've been trying to tackle some of the
big<00:02:38.250><c> problems</c><00:02:38.580><c> that</c><00:02:39.090><c> people</c><00:02:39.210><c> have</c><00:02:39.510><c> in</c><00:02:39.660><c> the</c>

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big problems that people have in the
 

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big problems that people have in the
data<00:02:39.930><c> management</c><00:02:40.350><c> side</c><00:02:40.740><c> of</c><00:02:40.770><c> genomics</c><00:02:41.400><c> you</c>

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data management side of genomics you
 

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data management side of genomics you
know<00:02:42.510><c> whether</c><00:02:42.690><c> it's</c><00:02:43.010><c> making</c><00:02:44.010><c> sure</c><00:02:44.190><c> that</c><00:02:44.340><c> the</c>

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know whether it's making sure that the
 

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know whether it's making sure that the
data<00:02:44.640><c> can</c><00:02:44.880><c> be</c><00:02:44.910><c> easily</c><00:02:45.150><c> processed</c><00:02:45.959><c> by</c><00:02:46.170><c> a</c><00:02:46.200><c> wide</c>

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data can be easily processed by a wide
 

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data can be easily processed by a wide
variety<00:02:46.709><c> of</c><00:02:47.010><c> tools</c><00:02:47.340><c> can</c><00:02:48.060><c> be</c><00:02:48.090><c> easily</c><00:02:48.330><c> accessed</c>

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variety of tools can be easily accessed
 

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variety of tools can be easily accessed
queried<00:02:49.650><c> you</c><00:02:50.459><c> know</c><00:02:50.550><c> one</c><00:02:50.700><c> of</c><00:02:50.730><c> the</c><00:02:50.880><c> big</c><00:02:51.030><c> problems</c>

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queried you know one of the big problems
 

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queried you know one of the big problems
that<00:02:51.540><c> we've</c><00:02:51.690><c> run</c><00:02:51.900><c> into</c><00:02:51.930><c> is</c><00:02:52.380><c> that</c><00:02:52.430><c> the</c><00:02:53.430><c> legacy</c>

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that we've run into is that the legacy
 

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that we've run into is that the legacy
tools<00:02:54.150><c> aren't</c><00:02:54.480><c> very</c><00:02:54.750><c> easy</c><00:02:55.050><c> for</c><00:02:55.200><c> people</c><00:02:55.650><c> to</c><00:02:55.680><c> run</c>

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tools aren't very easy for people to run
 

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tools aren't very easy for people to run
ad<00:02:56.100><c> hoc</c><00:02:56.400><c> queries</c><00:02:56.850><c> about</c><00:02:57.000><c> against</c><00:02:57.810><c> so</c><00:02:58.410><c> you</c><00:02:58.440><c> know</c>

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ad hoc queries about against so you know
 

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ad hoc queries about against so you know
there's<00:02:58.920><c> there's</c><00:02:59.400><c> kind</c><00:02:59.640><c> of</c><00:02:59.700><c> this</c><00:02:59.760><c> meme</c><00:03:00.120><c> where</c>

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there's there's kind of this meme where
 

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there's there's kind of this meme where
if<00:03:00.690><c> I</c><00:03:00.840><c> if</c><00:03:01.050><c> I'm</c><00:03:01.260><c> going</c><00:03:01.470><c> to</c><00:03:01.620><c> run</c><00:03:01.920><c> some</c><00:03:01.980><c> ad</c><00:03:02.370><c> hoc</c>

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if I if I'm going to run some ad hoc
 

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if I if I'm going to run some ad hoc
genomic<00:03:03.209><c> experiment</c><00:03:03.989><c> you</c><00:03:04.620><c> know</c><00:03:04.680><c> I'm</c><00:03:04.830><c> going</c><00:03:05.070><c> to</c>

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genomic experiment you know I'm going to
 

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genomic experiment you know I'm going to
be<00:03:05.340><c> doing</c><00:03:05.580><c> this</c><00:03:05.850><c> through</c><00:03:06.090><c> command</c><00:03:06.330><c> line</c><00:03:06.570><c> tools</c>

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be doing this through command line tools
 

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be doing this through command line tools
like<00:03:07.050><c> awk</c><00:03:07.290><c> grep</c><00:03:07.770><c> said</c><00:03:08.190><c> so</c><00:03:08.670><c> on</c><00:03:08.700><c> and</c><00:03:08.970><c> so</c><00:03:09.030><c> forth</c>

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like awk grep said so on and so forth
 

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like awk grep said so on and so forth
that's<00:03:10.140><c> all</c><00:03:10.320><c> right</c><00:03:10.350><c> if</c><00:03:10.650><c> you</c><00:03:10.770><c> just</c><00:03:10.980><c> want</c><00:03:11.160><c> to</c>

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that's all right if you just want to
 

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that's all right if you just want to
look<00:03:11.340><c> at</c><00:03:11.489><c> a</c><00:03:11.520><c> single</c><00:03:11.910><c> person's</c><00:03:12.330><c> genome</c><00:03:12.750><c> but</c><00:03:13.440><c> you</c>

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look at a single person's genome but you
 

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look at a single person's genome but you
know<00:03:13.709><c> when</c><00:03:13.860><c> I'm</c><00:03:13.950><c> scaling</c><00:03:14.250><c> up</c><00:03:14.610><c> to</c><00:03:14.880><c> tens</c><00:03:15.209><c> to</c>

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know when I'm scaling up to tens to
 

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know when I'm scaling up to tens to
hundreds<00:03:16.430><c> thousands</c><00:03:17.430><c> of</c><00:03:17.520><c> genomes</c><00:03:17.940><c> it</c><00:03:18.239><c> just</c>

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hundreds thousands of genomes it just
 

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hundreds thousands of genomes it just
doesn't<00:03:18.750><c> work</c><00:03:18.930><c> well</c><00:03:19.200><c> so</c><00:03:19.680><c> you</c><00:03:20.640><c> know</c><00:03:20.760><c> we've</c><00:03:20.940><c> been</c>

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doesn't work well so you know we've been
 

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doesn't work well so you know we've been
we've<00:03:21.360><c> been</c><00:03:21.390><c> working</c><00:03:21.660><c> heavily</c><00:03:21.959><c> on</c><00:03:22.200><c> these</c>

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we've been working heavily on these
 

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we've been working heavily on these
pipelines<00:03:22.590><c> we're</c><00:03:23.130><c> starting</c><00:03:23.370><c> to</c><00:03:23.459><c> focus</c><00:03:23.640><c> more</c>

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pipelines we're starting to focus more
 

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pipelines we're starting to focus more
on<00:03:24.030><c> the</c><00:03:24.330><c> ad</c><00:03:24.510><c> hoc</c><00:03:24.930><c> kind</c><00:03:25.769><c> of</c><00:03:25.860><c> the</c><00:03:25.980><c> data</c><00:03:26.250><c> science</c>

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on the ad hoc kind of the data science
 

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on the ad hoc kind of the data science
side<00:03:27.120><c> of</c><00:03:27.299><c> genomics</c><00:03:27.840><c> so</c><00:03:28.350><c> we're</c><00:03:28.470><c> pretty</c><00:03:28.620><c> excited</c>

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side of genomics so we're pretty excited
 

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side of genomics so we're pretty excited
about<00:03:29.220><c> where</c><00:03:29.640><c> you</c><00:03:30.269><c> know</c><00:03:30.390><c> where</c><00:03:30.540><c> the</c>

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about where you know where the
 

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about where you know where the
technology's<00:03:31.260><c> heading</c><00:03:31.560><c> so</c><00:03:31.920><c> this</c><00:03:32.040><c> is</c><00:03:32.160><c> a</c>

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technology's heading so this is a
 

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technology's heading so this is a
mention<00:03:32.640><c> seven</c><00:03:32.910><c> or</c><00:03:33.060><c> cry</c><00:03:33.299><c> because</c><00:03:33.450><c> I</c><00:03:33.930><c> think</c><00:03:34.049><c> ten</c>

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mention seven or cry because I think ten
 

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mention seven or cry because I think ten
years<00:03:34.620><c> ago</c><00:03:34.739><c> I'm</c><00:03:35.519><c> in</c><00:03:35.760><c> like</c><00:03:35.940><c> a</c><00:03:35.970><c> previous</c><00:03:36.600><c> year</c><00:03:36.870><c> so</c>

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years ago I'm in like a previous year so
 

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years ago I'm in like a previous year so
cut<00:03:37.200><c> these</c><00:03:37.320><c> books</c><00:03:37.560><c> coming</c><00:03:38.400><c> out</c><00:03:38.549><c> from</c><00:03:38.760><c> areli</c>

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cut these books coming out from areli
 

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cut these books coming out from areli
another<00:03:39.810><c> publisher</c><00:03:40.350><c> is</c><00:03:40.440><c> no</c><00:03:40.560><c> pearl</c><00:03:40.860><c> football</c>

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another publisher is no pearl football
 

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another publisher is no pearl football
for<00:03:41.519><c> my</c><00:03:41.610><c> expired</c><00:03:41.970><c> and</c><00:03:42.390><c> photographer</c><00:03:42.810><c> my</c>

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for my expired and photographer my
 

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for my expired and photographer my
physics<00:03:43.170><c> right</c><00:03:43.320><c> so</c><00:03:43.920><c> it's</c><00:03:44.160><c> kind</c><00:03:44.310><c> of</c>

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physics right so it's kind of
 

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physics right so it's kind of
interesting<00:03:45.049><c> maybe</c><00:03:46.049><c> you</c><00:03:46.140><c> can</c><00:03:46.260><c> explain</c><00:03:46.380><c> to</c>

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interesting maybe you can explain to
 

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interesting maybe you can explain to
kind<00:03:47.010><c> of</c><00:03:47.070><c> folks</c><00:03:47.519><c> who</c><00:03:47.700><c> are</c><00:03:47.790><c> not</c><00:03:47.880><c> familiar</c><00:03:47.970><c> with</c>

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kind of folks who are not familiar with
 

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kind of folks who are not familiar with
specific<00:03:49.290><c> technologists</c><00:03:49.739><c> why</c><00:03:50.010><c> spark</c><00:03:50.940><c> is</c><00:03:51.120><c> a</c>

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specific technologists why spark is a
 

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specific technologists why spark is a
better<00:03:51.450><c> vehicle</c><00:03:51.720><c> for</c><00:03:52.620><c> this</c><00:03:52.709><c> kind</c><00:03:52.920><c> of</c><00:03:52.950><c> problems</c>

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better vehicle for this kind of problems
 

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better vehicle for this kind of problems
than<00:03:53.549><c> you</c><00:03:53.760><c> know</c><00:03:53.910><c> 70</c><00:03:54.810><c> can</c><00:03:55.080><c> Perl</c><00:03:55.620><c> and</c><00:03:55.709><c> Python</c>

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than you know 70 can Perl and Python
 

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than you know 70 can Perl and Python
sure<00:03:56.910><c> sure</c><00:03:57.299><c> well</c><00:03:57.540><c> you</c><00:03:57.630><c> know</c><00:03:57.720><c> there's</c><00:03:57.989><c> a</c><00:03:58.110><c> few</c>

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sure sure well you know there's a few
 

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sure sure well you know there's a few
things<00:03:58.650><c> and</c><00:03:59.060><c> the</c><00:04:00.060><c> the</c><00:04:00.420><c> big</c><00:04:00.570><c> first</c><00:04:00.810><c> thing</c><00:04:01.049><c> is</c><00:04:01.140><c> if</c>

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things and the the big first thing is if
 

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things and the the big first thing is if
you<00:04:01.320><c> look</c><00:04:01.530><c> at</c><00:04:01.650><c> the</c><00:04:01.739><c> computational</c><00:04:02.549><c> patterns</c>

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you look at the computational patterns
 

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you look at the computational patterns
that<00:04:03.150><c> are</c><00:04:03.209><c> in</c><00:04:03.390><c> play</c><00:04:03.950><c> you</c><00:04:04.950><c> know</c><00:04:05.070><c> you</c><00:04:05.130><c> have</c><00:04:05.370><c> these</c>

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that are in play you know you have these
 

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that are in play you know you have these
tasks<00:04:06.090><c> that</c><00:04:06.209><c> are</c><00:04:06.350><c> processing</c><00:04:07.350><c> very</c><00:04:07.709><c> large</c>

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tasks that are processing very large
 

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tasks that are processing very large
amounts<00:04:08.610><c> of</c><00:04:08.700><c> data</c><00:04:08.760><c> you</c><00:04:09.090><c> know</c><00:04:09.180><c> a</c><00:04:09.209><c> single</c><00:04:09.540><c> human</c>

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amounts of data you know a single human
 

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amounts of data you know a single human
genome<00:04:10.410><c> in</c><00:04:10.709><c> you</c><00:04:11.640><c> know</c><00:04:11.730><c> non</c><00:04:11.970><c> summarize</c><00:04:12.600><c> and</c>

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genome in you know non summarize and
 

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genome in you know non summarize and
it's<00:04:12.989><c> just</c><00:04:13.200><c> raw</c><00:04:13.410><c> as</c><00:04:13.620><c> form</c><00:04:13.980><c> is</c><00:04:14.130><c> about</c><00:04:14.370><c> 200</c>

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it's just raw as form is about 200
 

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it's just raw as form is about 200
gigabytes<00:04:15.329><c> of</c><00:04:15.480><c> data</c><00:04:15.690><c> mm-hmm</c><00:04:16.350><c> I</c><00:04:16.470><c> you</c><00:04:17.010><c> know</c><00:04:17.040><c> when</c>

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gigabytes of data mm-hmm I you know when
 

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gigabytes of data mm-hmm I you know when
you<00:04:17.549><c> start</c><00:04:17.760><c> talking</c><00:04:17.940><c> about</c><00:04:18.120><c> these</c><00:04:18.329><c> large</c><00:04:18.510><c> file</c>

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you start talking about these large file
 

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you start talking about these large file
sizes<00:04:19.320><c> moving</c><00:04:20.070><c> to</c><00:04:20.190><c> a</c><00:04:20.220><c> parallel</c><00:04:20.669><c> system</c><00:04:20.910><c> like</c>

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sizes moving to a parallel system like
 

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sizes moving to a parallel system like
spark<00:04:21.630><c> that's</c><00:04:22.169><c> really</c><00:04:22.410><c> optimized</c><00:04:23.070><c> for</c><00:04:23.250><c> making</c>

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spark that's really optimized for making
 

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spark that's really optimized for making
optimal<00:04:24.120><c> use</c><00:04:24.330><c> of</c><00:04:24.360><c> data</c><00:04:24.690><c> locality</c>

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optimal use of data locality
 

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optimal use of data locality
high-performance<00:04:26.880><c> file</c><00:04:27.150><c> systems</c><00:04:27.660><c> is</c><00:04:27.840><c> just</c>

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high-performance file systems is just
 

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high-performance file systems is just
you<00:04:28.229><c> know</c><00:04:28.289><c> it's</c><00:04:28.440><c> it's</c><00:04:28.620><c> a</c><00:04:28.710><c> good</c><00:04:28.919><c> step</c><00:04:29.280><c> in</c><00:04:29.460><c> the</c>

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you know it's it's a good step in the
 

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you know it's it's a good step in the
right<00:04:29.610><c> direction</c>

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right direction
 

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right direction
um<00:04:31.369><c> additionally</c><00:04:32.369><c> you</c><00:04:32.489><c> know</c><00:04:32.580><c> one</c><00:04:32.759><c> of</c><00:04:32.789><c> the</c><00:04:32.969><c> big</c>

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um additionally you know one of the big
 

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um additionally you know one of the big
reasons<00:04:33.989><c> that</c><00:04:34.409><c> we</c><00:04:34.529><c> think</c><00:04:34.739><c> spark</c><00:04:35.069><c> is</c><00:04:35.249><c> a</c><00:04:35.279><c> good</c>

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reasons that we think spark is a good
 

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reasons that we think spark is a good
fit<00:04:35.999><c> for</c><00:04:36.029><c> this</c><00:04:36.330><c> less</c><00:04:36.809><c> so</c><00:04:36.989><c> then</c><00:04:37.229><c> you</c><00:04:37.379><c> know</c>

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fit for this less so then you know
 

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fit for this less so then you know
legacy<00:04:38.129><c> Hadoop</c><00:04:38.459><c> was</c><00:04:38.729><c> is</c><00:04:39.059><c> that</c><00:04:39.599><c> a</c><00:04:39.629><c> lot</c><00:04:39.839><c> of</c><00:04:39.869><c> these</c>

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legacy Hadoop was is that a lot of these
 

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legacy Hadoop was is that a lot of these
pipelines<00:04:40.349><c> rely</c><00:04:40.919><c> heavily</c><00:04:41.159><c> on</c><00:04:41.399><c> iteration</c><00:04:42.209><c> no</c>

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pipelines rely heavily on iteration no
 

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pipelines rely heavily on iteration no
they<00:04:42.869><c> may</c><00:04:43.079><c> be</c><00:04:43.139><c> a</c><00:04:43.559><c> lot</c><00:04:44.069><c> of</c><00:04:44.099><c> the</c><00:04:44.249><c> algorithms</c><00:04:44.849><c> that</c>

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they may be a lot of the algorithms that
 

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they may be a lot of the algorithms that
people<00:04:45.299><c> are</c><00:04:45.389><c> running</c><00:04:45.599><c> are</c><00:04:45.989><c> similar</c><00:04:46.949><c> to</c>

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people are running are similar to
 

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people are running are similar to
machine<00:04:47.399><c> learning</c><00:04:47.729><c> algorithms</c><00:04:48.269><c> you</c><00:04:48.419><c> know</c><00:04:48.479><c> you</c>

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machine learning algorithms you know you
 

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machine learning algorithms you know you
have<00:04:48.749><c> lots</c><00:04:48.959><c> of</c><00:04:49.110><c> iterative</c><00:04:49.349><c> algorithms</c><00:04:50.069><c> but</c>

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have lots of iterative algorithms but
 

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have lots of iterative algorithms but
additionally<00:04:51.119><c> even</c><00:04:51.419><c> the</c><00:04:51.509><c> non</c><00:04:51.749><c> machine</c>

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additionally even the non machine
 

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additionally even the non machine
learning<00:04:52.619><c> like</c><00:04:52.860><c> algorithms</c><00:04:53.549><c> tend</c><00:04:53.879><c> to</c><00:04:53.999><c> rely</c><00:04:54.239><c> on</c>

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learning like algorithms tend to rely on
 

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learning like algorithms tend to rely on
you<00:04:54.809><c> know</c><00:04:54.929><c> a</c><00:04:55.139><c> long</c><00:04:55.679><c> pipeline</c><00:04:56.219><c> that</c><00:04:56.759><c> is</c><00:04:56.999><c> you</c>

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you know a long pipeline that is you
 

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you know a long pipeline that is you
know<00:04:57.479><c> job</c><00:04:57.839><c> cascaded</c><00:04:58.529><c> after</c><00:04:58.799><c> job</c><00:04:59.009><c> cascaded</c>

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know job cascaded after job cascaded
 

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know job cascaded after job cascaded
after<00:04:59.879><c> jocks</c><00:05:00.179><c> three</c><00:05:00.479><c> matching</c><00:05:00.959><c> right</c><00:05:01.229><c> then</c>

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after jocks three matching right then
 

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after jocks three matching right then
things<00:05:01.619><c> like</c><00:05:01.739><c> that</c><00:05:01.860><c> exactly</c><00:05:02.849><c> and</c><00:05:02.969><c> it's</c><00:05:03.149><c> you</c>

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things like that exactly and it's you
 

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things like that exactly and it's you
know<00:05:03.479><c> that's</c><00:05:03.839><c> a</c><00:05:03.959><c> good</c><00:05:04.139><c> fit</c><00:05:04.379><c> for</c><00:05:04.409><c> spark</c>

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know that's a good fit for spark
 

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know that's a good fit for spark
additionally<00:05:05.849><c> the</c><00:05:05.909><c> you</c><00:05:06.300><c> know</c><00:05:06.389><c> one</c><00:05:06.569><c> of</c><00:05:06.599><c> the</c><00:05:06.749><c> big</c>

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additionally the you know one of the big
 

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additionally the you know one of the big
advantages<00:05:07.079><c> that</c><00:05:07.649><c> we</c><00:05:08.009><c> see</c><00:05:08.929><c> you</c><00:05:09.929><c> know</c><00:05:10.050><c> over</c>

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advantages that we see you know over
 

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advantages that we see you know over
over<00:05:10.860><c> a</c><00:05:10.889><c> lot</c><00:05:11.129><c> of</c><00:05:11.249><c> these</c><00:05:11.339><c> legacy</c><00:05:11.819><c> tools</c><00:05:12.119><c> where</c>

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over a lot of these legacy tools where
 

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over a lot of these legacy tools where
you<00:05:12.869><c> know</c><00:05:12.959><c> people</c><00:05:12.989><c> are</c><00:05:13.379><c> going</c><00:05:13.529><c> ahead</c><00:05:13.739><c> and</c>

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you know people are going ahead and
 

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you know people are going ahead and
they're<00:05:14.249><c> piping</c><00:05:14.789><c> tools</c><00:05:15.300><c> through</c><00:05:15.599><c> command</c>

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they're piping tools through command
 

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they're piping tools through command
lines<00:05:16.259><c> and</c><00:05:16.829><c> so</c><00:05:16.979><c> on</c><00:05:17.099><c> and</c><00:05:17.219><c> so</c><00:05:17.309><c> forth</c><00:05:17.429><c> is</c><00:05:17.939><c> we've</c>

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lines and so on and so forth is we've
 

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lines and so on and so forth is we've
taken<00:05:18.899><c> an</c><00:05:19.139><c> approach</c><00:05:19.259><c> that</c><00:05:19.499><c> focuses</c><00:05:19.979><c> a</c><00:05:20.339><c> lot</c><00:05:20.459><c> on</c>

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taken an approach that focuses a lot on
 

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taken an approach that focuses a lot on
having<00:05:21.389><c> a</c><00:05:21.629><c> you</c><00:05:22.079><c> know</c><00:05:22.169><c> a</c><00:05:22.199><c> schema</c><00:05:22.679><c> as</c><00:05:23.489><c> a</c>

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having a you know a schema as a
 

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having a you know a schema as a
descriptor<00:05:24.089><c> of</c><00:05:24.149><c> data</c><00:05:24.449><c> instead</c><00:05:24.839><c> of</c><00:05:24.899><c> some</c>

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descriptor of data instead of some
 

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descriptor of data instead of some
binary<00:05:25.409><c> or</c><00:05:25.860><c> text-based</c><00:05:26.339><c> format</c><00:05:26.519><c> mm-hmm</c><00:05:27.360><c> and</c>

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binary or text-based format mm-hmm and
 

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binary or text-based format mm-hmm and
there's<00:05:27.779><c> there's</c><00:05:28.019><c> a</c><00:05:28.079><c> few</c><00:05:28.349><c> advantages</c><00:05:28.739><c> to</c><00:05:29.189><c> this</c>

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there's there's a few advantages to this
 

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there's there's a few advantages to this
you<00:05:29.849><c> know</c><00:05:29.969><c> right</c><00:05:30.449><c> now</c><00:05:30.629><c> you</c><00:05:31.529><c> know</c><00:05:31.649><c> I</c><00:05:31.889><c> can</c><00:05:32.099><c> take</c>

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you know right now you know I can take
 

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you know right now you know I can take
this<00:05:32.519><c> you</c><00:05:33.239><c> know</c><00:05:33.269><c> I</c><00:05:33.389><c> can</c><00:05:33.659><c> take</c><00:05:33.899><c> this</c><00:05:34.079><c> ad</c><00:05:34.349><c> hoc</c>

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this you know I can take this ad hoc
 

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this you know I can take this ad hoc
query<00:05:34.949><c> that</c><00:05:35.039><c> I'm</c><00:05:35.219><c> running</c><00:05:35.489><c> on</c><00:05:35.550><c> the</c><00:05:35.669><c> command</c>

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query that I'm running on the command
 

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query that I'm running on the command
line<00:05:36.029><c> and</c><00:05:36.449><c> I</c><00:05:36.569><c> can</c><00:05:36.779><c> go</c><00:05:36.899><c> ahead</c><00:05:37.050><c> and</c><00:05:37.199><c> I</c><00:05:37.379><c> can</c><00:05:37.589><c> move</c>

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line and I can go ahead and I can move
 

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line and I can go ahead and I can move
it<00:05:37.889><c> to</c><00:05:37.949><c> a</c><00:05:38.369><c> tool</c><00:05:38.879><c> like</c><00:05:39.059><c> sparks</c><00:05:39.539><c> equal</c><00:05:40.019><c> or</c><00:05:40.259><c> Impala</c>

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it to a tool like sparks equal or Impala
 

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it to a tool like sparks equal or Impala
and<00:05:41.009><c> I</c><00:05:41.309><c> can</c><00:05:41.489><c> run</c><00:05:41.699><c> my</c><00:05:41.729><c> you</c><00:05:42.209><c> know</c><00:05:42.329><c> I</c><00:05:42.360><c> can</c><00:05:42.659><c> run</c><00:05:42.869><c> my</c>

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and I can run my you know I can run my
 

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and I can run my you know I can run my
data<00:05:43.349><c> analysis</c><00:05:44.099><c> queries</c><00:05:44.610><c> in</c><00:05:44.849><c> that</c><00:05:45.449><c> tool</c><00:05:45.899><c> in</c><00:05:46.229><c> a</c>

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data analysis queries in that tool in a
 

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data analysis queries in that tool in a
higher-level<00:05:46.889><c> language</c><00:05:47.849><c> then</c><00:05:48.360><c> you</c><00:05:48.629><c> know</c>

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higher-level language then you know
 

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higher-level language then you know
someone<00:05:49.169><c> who's</c><00:05:49.319><c> just</c><00:05:49.529><c> piping</c><00:05:49.979><c> to</c><00:05:50.189><c> your</c><00:05:50.699><c> piping</c>

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someone who's just piping to your piping
 

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someone who's just piping to your piping
things<00:05:51.389><c> around</c><00:05:51.599><c> on</c><00:05:51.779><c> the</c><00:05:51.869><c> command</c><00:05:52.139><c> line</c><00:05:52.259><c> yes</c>

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things around on the command line yes
 

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things around on the command line yes
yes<00:05:53.009><c> and</c><00:05:53.339><c> that</c><00:05:54.269><c> really</c><00:05:54.419><c> reminds</c><00:05:54.869><c> me</c><00:05:55.079><c> right</c><00:05:55.259><c> to</c>

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yes and that really reminds me right to
 

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yes and that really reminds me right to
one<00:05:55.529><c> of</c><00:05:55.649><c> the</c><00:05:55.709><c> themes</c><00:05:55.919><c> of</c><00:05:56.069><c> the</c><00:05:56.189><c> upcoming</c><00:05:56.309><c> it's</c>

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one of the themes of the upcoming it's
 

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one of the themes of the upcoming it's
called<00:05:57.149><c> by</c><00:05:57.300><c> the</c><00:05:57.360><c> bay</c><00:05:57.509><c> conference</c><00:05:57.929><c> we</c><00:05:58.050><c> call</c><00:05:58.169><c> it</c>

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called by the bay conference we call it
 

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called by the bay conference we call it
no<00:05:58.439><c> et</c><00:05:58.739><c> al</c><00:05:58.860><c> right</c><00:05:59.399><c> an</c><00:05:59.519><c> etl</c><00:05:59.849><c> basically</c><00:06:00.300><c> means</c>

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no et al right an etl basically means
 

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no et al right an etl basically means
you<00:06:00.749><c> dump</c><00:06:00.959><c> something</c><00:06:01.199><c> in</c><00:06:01.379><c> the</c><00:06:01.469><c> text</c><00:06:01.829><c> and</c><00:06:01.949><c> then</c>

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you dump something in the text and then
 

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you dump something in the text and then
you<00:06:02.189><c> par</c><00:06:02.459><c> or</c><00:06:02.699><c> par</c><00:06:02.729><c> so</c><00:06:03.059><c> you</c><00:06:03.209><c> lose</c><00:06:03.419><c> that</c><00:06:03.749><c> the</c>

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you par or par so you lose that the
 

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you par or par so you lose that the
schema<00:06:04.829><c> you</c><00:06:05.159><c> lose</c><00:06:05.399><c> the</c><00:06:05.550><c> typing</c><00:06:05.879><c> information</c>

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schema you lose the typing information
 

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schema you lose the typing information
so<00:06:06.689><c> your</c><00:06:06.809><c> bicycle</c><00:06:07.319><c> it's</c><00:06:07.469><c> interesting</c><00:06:07.709><c> that</c>

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so your bicycle it's interesting that
 

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so your bicycle it's interesting that
you're<00:06:08.099><c> focusing</c><00:06:08.249><c> the</c><00:06:08.550><c> same</c><00:06:08.759><c> advantage</c><00:06:09.719><c> that</c>

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you're focusing the same advantage that
 

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you're focusing the same advantage that
they<00:06:10.050><c> are</c><00:06:10.110><c> keeping</c><00:06:10.229><c> the</c><00:06:10.619><c> the</c><00:06:10.949><c> information</c><00:06:11.610><c> in</c>

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they are keeping the the information in
 

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they are keeping the the information in
between<00:06:12.629><c> the</c><00:06:12.719><c> stages</c><00:06:13.139><c> yeah</c><00:06:14.009><c> definitely</c><00:06:14.939><c> and</c><00:06:15.209><c> I</c>

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between the stages yeah definitely and I
 

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between the stages yeah definitely and I
know<00:06:15.449><c> that</c><00:06:15.659><c> you</c><00:06:15.719><c> use</c><00:06:15.929><c> an</c><00:06:16.079><c> average</c><00:06:16.860><c> Bar</c><00:06:17.009><c> K</c><00:06:17.159><c> for</c>

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know that you use an average Bar K for
 

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know that you use an average Bar K for
this<00:06:17.459><c> purpose</c><00:06:17.729><c> mm-hmm</c><00:06:18.599><c> exactly</c><00:06:19.259><c> and</c><00:06:19.469><c> you</c><00:06:19.529><c> know</c>

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this purpose mm-hmm exactly and you know
 

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this purpose mm-hmm exactly and you know
we've<00:06:19.829><c> been</c><00:06:20.009><c> doing</c><00:06:20.249><c> a</c><00:06:20.309><c> lot</c><00:06:20.459><c> of</c><00:06:20.519><c> optimizations</c>

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we've been doing a lot of optimizations
 

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we've been doing a lot of optimizations
recently<00:06:22.110><c> to</c><00:06:22.439><c> you</c><00:06:22.919><c> know</c><00:06:23.039><c> that</c><00:06:23.189><c> try</c><00:06:23.339><c> to</c><00:06:23.399><c> improve</c>

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recently to you know that try to improve
 

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recently to you know that try to improve
our<00:06:23.939><c> performance</c><00:06:24.319><c> you</c><00:06:25.319><c> know</c><00:06:25.409><c> with</c><00:06:25.589><c> those</c>

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our performance you know with those
 

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our performance you know with those
technologies<00:06:26.219><c> you</c><00:06:26.699><c> know</c><00:06:26.789><c> there's</c><00:06:26.999><c> a</c><00:06:27.059><c> variety</c>

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technologies you know there's a variety
 

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technologies you know there's a variety
of<00:06:27.659><c> yo</c><00:06:28.439><c> we</c><00:06:28.559><c> got</c><00:06:29.009><c> very</c><00:06:29.249><c> good</c><00:06:29.339><c> performance</c><00:06:29.639><c> right</c>

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of yo we got very good performance right
 

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of yo we got very good performance right
now<00:06:30.269><c> but</c><00:06:30.479><c> we</c><00:06:30.569><c> found</c><00:06:30.779><c> a</c><00:06:31.139><c> couple</c><00:06:31.800><c> of</c><00:06:32.069><c> you</c><00:06:32.279><c> know</c>

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now but we found a couple of you know
 

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now but we found a couple of you know
actually<00:06:32.610><c> a</c><00:06:32.909><c> glow</c><00:06:33.209><c> hanging</c><00:06:33.659><c> fruit</c><00:06:33.929><c> that</c><00:06:34.079><c> allow</c>

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actually a glow hanging fruit that allow
 

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actually a glow hanging fruit that allow
us<00:06:34.349><c> to</c><00:06:34.589><c> optimize</c><00:06:34.739><c> things</c><00:06:35.279><c> even</c><00:06:35.639><c> further</c><00:06:35.879><c> huh</c>

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us to optimize things even further huh
 

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us to optimize things even further huh
interesting<00:06:36.659><c> I</c><00:06:37.169><c> hope</c><00:06:37.409><c> to</c><00:06:37.589><c> hear</c><00:06:37.889><c> more</c><00:06:37.979><c> about</c><00:06:38.099><c> it</c>

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interesting I hope to hear more about it
 

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interesting I hope to hear more about it
so<00:06:39.119><c> one</c><00:06:39.569><c> question</c><00:06:39.749><c> that</c><00:06:40.019><c> in</c><00:06:40.469><c> a</c><00:06:40.559><c> lot</c><00:06:40.709><c> of</c>

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so one question that in a lot of
 

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so one question that in a lot of
developers<00:06:41.279><c> in</c><00:06:41.429><c> this</c><00:06:41.550><c> community</c><00:06:41.849><c> ask</c>

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developers in this community ask
 

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developers in this community ask
especially<00:06:42.389><c> bc</c><00:06:42.719><c> huge</c><00:06:43.409><c> infuse</c>

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especially bc huge infuse
 

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especially bc huge infuse
I'm<00:06:44.130><c> about</c><00:06:44.250><c> you</c><00:06:44.730><c> know</c><00:06:44.820><c> the</c><00:06:44.850><c> tonight's</c><00:06:45.420><c> event</c>

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I'm about you know the tonight's event
 

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I'm about you know the tonight's event
will<00:06:45.930><c> have</c><00:06:46.050><c> more</c><00:06:46.230><c> than</c><00:06:46.380><c> 200</c><00:06:47.190><c> people</c><00:06:47.280><c> signed</c><00:06:47.700><c> up</c>

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will have more than 200 people signed up
 

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will have more than 200 people signed up
people<00:06:49.050><c> comes</c><00:06:49.230><c> with</c><00:06:49.350><c> different</c><00:06:49.590><c> companies</c>

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people comes with different companies
 

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people comes with different companies
and<00:06:50.220><c> the</c><00:06:50.430><c> first</c><00:06:50.640><c> reaction</c><00:06:50.850><c> when</c><00:06:51.390><c> we</c><00:06:51.450><c> share</c>

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and the first reaction when we share
 

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and the first reaction when we share
this<00:06:51.990><c> will</c><00:06:52.590><c> share</c><00:06:52.740><c> this</c><00:06:52.890><c> at</c><00:06:53.010><c> night</c><00:06:53.130><c> Ron</c><00:06:53.460><c> the</c>

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this will share this at night Ron the
 

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this will share this at night Ron the
shares<00:06:53.910><c> are</c><00:06:53.970><c> the</c><00:06:54.060><c> company</c><00:06:54.390><c> says</c><00:06:54.600><c> basically</c>

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shares are the company says basically
 

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shares are the company says basically
how<00:06:55.140><c> we</c><00:06:55.170><c> can</c><00:06:55.380><c> help</c><00:06:55.530><c> right</c><00:06:56.160><c> so</c><00:06:56.340><c> people</c><00:06:56.640><c> even</c>

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how we can help right so people even
 

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how we can help right so people even
note<00:06:57.180><c> in</c><00:06:57.420><c> in</c><00:06:57.720><c> biotech</c><00:06:58.380><c> space</c><00:06:58.940><c> 12</c><00:06:59.940><c> for</c><00:07:00.180><c> instance</c>

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note in in biotech space 12 for instance
 

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note in in biotech space 12 for instance
enable<00:07:00.780><c> their</c><00:07:00.960><c> purse</c><00:07:01.230><c> or</c><00:07:01.350><c> developers</c><00:07:01.890><c> to</c><00:07:02.130><c> work</c>

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enable their purse or developers to work
 

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enable their purse or developers to work
on<00:07:02.430><c> this</c><00:07:02.610><c> right</c><00:07:03.360><c> they</c><00:07:03.510><c> want</c><00:07:03.660><c> to</c><00:07:03.780><c> contribute</c>

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on this right they want to contribute
 

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on this right they want to contribute
and<00:07:04.950><c> obviously</c><00:07:05.760><c> this</c><00:07:05.880><c> is</c><00:07:06.030><c> not</c><00:07:06.060><c> as</c><00:07:06.630><c> easy</c><00:07:06.930><c> as</c>

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and obviously this is not as easy as
 

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and obviously this is not as easy as
kind<00:07:07.440><c> of</c><00:07:07.560><c> picking</c><00:07:07.890><c> up</c><00:07:08.040><c> a</c><00:07:08.190><c> how-to</c><00:07:08.510><c> for</c><00:07:09.510><c> a</c><00:07:09.570><c> linux</c>

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kind of picking up a how-to for a linux
 

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kind of picking up a how-to for a linux
project<00:07:10.500><c> right</c><00:07:10.650><c> you</c><00:07:10.860><c> you</c><00:07:11.160><c> need</c><00:07:11.370><c> to</c><00:07:11.400><c> learn</c><00:07:11.670><c> more</c>

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project right you you need to learn more
 

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project right you you need to learn more
so<00:07:13.170><c> since</c><00:07:13.680><c> you've</c><00:07:13.920><c> been</c><00:07:14.160><c> dealing</c><00:07:14.340><c> with</c><00:07:14.520><c> this</c>

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so since you've been dealing with this
 

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so since you've been dealing with this
area<00:07:15.420><c> for</c><00:07:15.570><c> a</c><00:07:15.630><c> long</c><00:07:15.690><c> time</c><00:07:15.960><c> can</c><00:07:16.740><c> you</c><00:07:16.860><c> summarize</c>

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area for a long time can you summarize
 

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area for a long time can you summarize
what<00:07:17.880><c> is</c><00:07:18.000><c> a</c><00:07:18.030><c> good</c><00:07:18.800><c> way</c><00:07:19.800><c> to</c><00:07:19.830><c> for</c><00:07:20.490><c> somebody</c><00:07:20.820><c> who</c>

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what is a good way to for somebody who
 

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what is a good way to for somebody who
is<00:07:21.090><c> open-source</c><00:07:21.360><c> developer</c><00:07:21.900><c> who</c><00:07:22.530><c> is</c>

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is open-source developer who is
 

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is open-source developer who is
enthusiastic<00:07:23.220><c> about</c><00:07:23.850><c> that</c><00:07:24.240><c> but</c><00:07:25.200><c> does</c><00:07:25.350><c> not</c>

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enthusiastic about that but does not
 

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enthusiastic about that but does not
much<00:07:25.680><c> biology</c><00:07:26.810><c> right</c><00:07:27.810><c> what's</c><00:07:28.200><c> a</c><00:07:28.320><c> good</c><00:07:28.350><c> way</c><00:07:28.590><c> to</c>

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much biology right what's a good way to
 

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much biology right what's a good way to
learn<00:07:29.040><c> more</c><00:07:29.460><c> about</c><00:07:29.820><c> the</c><00:07:30.420><c> space</c><00:07:30.660><c> about</c><00:07:31.440><c> the</c>

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learn more about the space about the
 

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learn more about the space about the
problem<00:07:32.040><c> and</c><00:07:32.130><c> maybe</c><00:07:32.340><c> kind</c><00:07:32.610><c> of</c><00:07:32.670><c> then</c><00:07:33.120><c> kind</c><00:07:33.450><c> of</c>

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problem and maybe kind of then kind of
 

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problem and maybe kind of then kind of
understand<00:07:33.900><c> what</c><00:07:34.080><c> algorithms</c><00:07:35.000><c> need</c>

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understand what algorithms need
 

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understand what algorithms need
improvement<00:07:36.720><c> how</c><00:07:36.930><c> they</c><00:07:37.170><c> can</c><00:07:37.320><c> happen</c><00:07:37.770><c> with</c><00:07:38.580><c> the</c>

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improvement how they can happen with the
 

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improvement how they can happen with the
whole<00:07:39.060><c> area</c><00:07:39.270><c> sure</c><00:07:40.110><c> sure</c><00:07:40.410><c> that's</c><00:07:40.590><c> that's</c><00:07:40.860><c> a</c>

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whole area sure sure that's that's a
 

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whole area sure sure that's that's a
great<00:07:41.160><c> question</c><00:07:41.400><c> and</c><00:07:41.790><c> you</c><00:07:41.910><c> know</c><00:07:42.030><c> I</c><00:07:42.060><c> know</c><00:07:42.240><c> that</c>

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great question and you know I know that
 

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great question and you know I know that
that's<00:07:42.630><c> something</c><00:07:42.900><c> that</c><00:07:43.050><c> I</c><00:07:43.170><c> found</c><00:07:43.530><c> kind</c><00:07:43.830><c> of</c>

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that's something that I found kind of
 

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that's something that I found kind of
difficult<00:07:44.430><c> when</c><00:07:44.640><c> I</c><00:07:44.670><c> came</c><00:07:44.790><c> into</c><00:07:45.210><c> the</c><00:07:45.390><c> field</c>

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difficult when I came into the field
 

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difficult when I came into the field
myself<00:07:47.090><c> you</c><00:07:48.090><c> know</c><00:07:48.180><c> so</c><00:07:48.420><c> we've</c><00:07:48.780><c> been</c><00:07:48.930><c> trying</c><00:07:49.230><c> to</c>

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myself you know so we've been trying to
 

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myself you know so we've been trying to
do<00:07:49.440><c> some</c><00:07:49.710><c> work</c><00:07:49.740><c> in</c><00:07:50.190><c> the</c><00:07:50.490><c> you</c><00:07:50.820><c> know</c><00:07:50.940><c> in</c><00:07:51.060><c> the</c><00:07:51.090><c> atom</c>

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do some work in the you know in the atom
 

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do some work in the you know in the atom
project<00:07:51.660><c> try</c><00:07:52.590><c> to</c><00:07:52.650><c> reach</c><00:07:52.890><c> out</c><00:07:53.130><c> do</c><00:07:53.370><c> more</c><00:07:54.110><c> more</c>

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project try to reach out do more more
 

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project try to reach out do more more
developer<00:07:55.740><c> facing</c><00:07:56.160><c> documentation</c><00:07:57.030><c> you</c><00:07:57.660><c> know</c>

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developer facing documentation you know
 

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developer facing documentation you know
one<00:07:58.020><c> of</c><00:07:58.050><c> my</c><00:07:58.170><c> colleagues</c><00:07:58.530><c> we</c><00:07:58.920><c> lost</c><00:07:59.220><c> our</c>

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one of my colleagues we lost our
 

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one of my colleagues we lost our
syndrome<00:07:59.820><c> cut</c><00:08:00.060><c> from</c><00:08:00.300><c> cloudera</c><00:08:00.720><c> had</c><00:08:00.990><c> a</c><00:08:01.020><c> chapter</c>

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syndrome cut from cloudera had a chapter
 

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syndrome cut from cloudera had a chapter
in<00:08:01.650><c> a</c><00:08:01.740><c> recent</c><00:08:02.130><c> O'Reilly</c><00:08:02.610><c> book</c><00:08:02.820><c> on</c><00:08:03.090><c> you</c><00:08:03.630><c> know</c>

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in a recent O'Reilly book on you know
 

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in a recent O'Reilly book on you know
how<00:08:04.140><c> to</c><00:08:04.200><c> use</c><00:08:04.320><c> how</c><00:08:04.800><c> do</c><00:08:04.860><c> you</c><00:08:04.950><c> spark</c><00:08:05.340><c> to</c><00:08:05.520><c> do</c><00:08:05.670><c> data</c>

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how to use how do you spark to do data
 

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how to use how do you spark to do data
science<00:08:06.780><c> he</c><00:08:07.260><c> had</c><00:08:07.350><c> a</c><00:08:07.410><c> chapter</c><00:08:07.800><c> talking</c><00:08:08.220><c> about</c>

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science he had a chapter talking about
 

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science he had a chapter talking about
you<00:08:08.670><c> know</c><00:08:08.760><c> basic</c><00:08:09.180><c> introduction</c><00:08:09.750><c> to</c><00:08:09.840><c> genomics</c>

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you know basic introduction to genomics
 

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you know basic introduction to genomics
and<00:08:10.590><c> showing</c><00:08:11.190><c> how</c><00:08:11.340><c> this</c><00:08:11.550><c> maps</c><00:08:11.820><c> into</c><00:08:12.150><c> a</c><00:08:12.330><c> spark</c>

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and showing how this maps into a spark
 

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and showing how this maps into a spark
based<00:08:13.140><c> pipeline</c><00:08:13.740><c> my</c><00:08:14.400><c> colleague</c><00:08:14.790><c> Massey</c><00:08:15.450><c> has</c><00:08:15.720><c> a</c>

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based pipeline my colleague Massey has a
 

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based pipeline my colleague Massey has a
similar<00:08:16.590><c> similar</c><00:08:17.370><c> chapter</c><00:08:17.880><c> coming</c><00:08:18.180><c> out</c><00:08:18.300><c> in</c><00:08:18.450><c> a</c>

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similar similar chapter coming out in a
 

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similar similar chapter coming out in a
Hadoop<00:08:18.930><c> focused</c><00:08:19.410><c> book</c><00:08:19.620><c> mm-hmm</c><00:08:20.070><c> so</c><00:08:20.370><c> we're</c><00:08:20.730><c> you</c>

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Hadoop focused book mm-hmm so we're you
 

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Hadoop focused book mm-hmm so we're you
know<00:08:21.090><c> we're</c><00:08:21.240><c> working</c><00:08:21.630><c> hard</c><00:08:21.810><c> to</c><00:08:22.020><c> try</c><00:08:22.350><c> to</c><00:08:22.410><c> put</c>

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know we're working hard to try to put
 

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know we're working hard to try to put
together<00:08:22.950><c> some</c><00:08:23.220><c> examples</c><00:08:23.730><c> there</c><00:08:24.030><c> we're</c>

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together some examples there we're
 

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together some examples there we're
trying<00:08:25.140><c> to</c><00:08:25.260><c> put</c><00:08:25.380><c> together</c><00:08:25.470><c> a</c><00:08:25.680><c> tutorial</c>

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trying to put together a tutorial
 

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trying to put together a tutorial
article<00:08:26.580><c> as</c><00:08:26.730><c> well</c><00:08:26.780><c> you</c><00:08:27.780><c> know</c><00:08:27.870><c> otherwise</c><00:08:28.230><c> I</c>

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article as well you know otherwise I
 

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article as well you know otherwise I
think<00:08:29.600><c> you</c><00:08:30.600><c> know</c><00:08:30.690><c> part</c><00:08:31.050><c> of</c><00:08:31.110><c> the</c><00:08:31.170><c> part</c><00:08:31.590><c> of</c><00:08:31.650><c> the</c>

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think you know part of the part of the
 

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think you know part of the part of the
problem<00:08:31.920><c> can</c><00:08:32.190><c> just</c><00:08:32.370><c> start</c><00:08:32.580><c> with</c>

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problem can just start with
 

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problem can just start with
understanding<00:08:34.200><c> where</c><00:08:34.440><c> the</c><00:08:34.590><c> data</c><00:08:34.710><c> is</c><00:08:34.830><c> coming</c>

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understanding where the data is coming
 

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understanding where the data is coming
from<00:08:35.220><c> and</c><00:08:35.580><c> what</c><00:08:35.700><c> some</c><00:08:35.910><c> of</c><00:08:35.940><c> the</c><00:08:36.060><c> big</c><00:08:36.210><c> challenges</c>

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from and what some of the big challenges
 

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from and what some of the big challenges
are<00:08:36.990><c> um</c><00:08:37.910><c> you</c><00:08:38.910><c> know</c><00:08:39.000><c> it's</c><00:08:39.420><c> kind</c><00:08:39.840><c> of</c><00:08:39.990><c> daunting</c>

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are um you know it's kind of daunting
 

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are um you know it's kind of daunting
the<00:08:40.650><c> literature</c><00:08:41.220><c> in</c><00:08:41.400><c> the</c><00:08:41.520><c> field</c><00:08:41.820><c> is</c><00:08:42.330><c> you</c><00:08:42.690><c> know</c>

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the literature in the field is you know
 

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the literature in the field is you know
its<00:08:43.080><c> vast</c><00:08:43.410><c> and</c><00:08:43.710><c> wide</c><00:08:44.010><c> but</c><00:08:44.910><c> one</c><00:08:45.690><c> of</c><00:08:45.780><c> the</c><00:08:45.870><c> things</c>

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its vast and wide but one of the things
 

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its vast and wide but one of the things
that<00:08:46.140><c> is</c><00:08:46.230><c> good</c><00:08:46.620><c> in</c><00:08:46.920><c> in</c><00:08:47.520><c> biology</c><00:08:47.910><c> is</c><00:08:48.210><c> that</c><00:08:48.330><c> we</c><00:08:48.450><c> do</c>

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that is good in in biology is that we do
 

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that is good in in biology is that we do
have<00:08:48.720><c> a</c><00:08:48.780><c> very</c><00:08:49.080><c> large</c><00:08:49.470><c> you</c><00:08:50.400><c> know</c><00:08:50.490><c> a</c><00:08:50.700><c> large</c>

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have a very large you know a large
 

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have a very large you know a large
collection<00:08:51.420><c> of</c><00:08:51.960><c> review</c>

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collection of review
 

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collection of review
articles<00:08:52.930><c> these</c><00:08:53.230><c> are</c><00:08:53.350><c> articles</c><00:08:53.500><c> that</c><00:08:54.010><c> try</c><00:08:54.580><c> to</c>

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articles these are articles that try to
 

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articles these are articles that try to
give<00:08:54.910><c> more</c><00:08:55.180><c> background</c><00:08:56.010><c> you</c><00:08:57.010><c> know</c><00:08:57.070><c> on</c>

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give more background you know on
 

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give more background you know on
specific<00:08:57.790><c> topic</c><00:08:58.240><c> specific</c><00:08:58.720><c> analysis</c><00:08:59.320><c> needs</c>

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specific topic specific analysis needs
 

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specific topic specific analysis needs
that<00:09:00.430><c> try</c><00:09:00.700><c> to</c><00:09:00.760><c> give</c><00:09:00.940><c> the</c><00:09:01.060><c> history</c><00:09:01.480><c> of</c><00:09:01.510><c> the</c>

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that try to give the history of the
 

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that try to give the history of the
problem<00:09:02.020><c> and</c><00:09:02.110><c> current</c><00:09:02.500><c> approaches</c><00:09:02.770><c> to</c><00:09:03.070><c> solve</c>

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problem and current approaches to solve
 

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problem and current approaches to solve
it<00:09:03.580><c> mm-hmm</c><00:09:04.090><c> so</c><00:09:04.180><c> there's</c><00:09:04.510><c> a</c><00:09:04.570><c> variety</c><00:09:04.750><c> of</c><00:09:05.050><c> good</c>

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it mm-hmm so there's a variety of good
 

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it mm-hmm so there's a variety of good
articles<00:09:05.680><c> there</c><00:09:06.010><c> that</c><00:09:06.970><c> that</c><00:09:07.390><c> are</c><00:09:07.660><c> you</c><00:09:07.900><c> know</c>

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articles there that that are you know
 

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articles there that that are you know
great<00:09:08.350><c> for</c><00:09:08.620><c> people</c><00:09:08.710><c> are</c><00:09:08.920><c> coming</c><00:09:09.220><c> up</c><00:09:09.340><c> in</c><00:09:09.460><c> the</c>

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great for people are coming up in the
 

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great for people are coming up in the
field<00:09:09.790><c> the</c><00:09:10.390><c> other</c><00:09:10.810><c> thing</c><00:09:11.170><c> and</c><00:09:11.440><c> I</c><00:09:11.560><c> think</c><00:09:11.590><c> one</c><00:09:11.920><c> of</c>

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field the other thing and I think one of
 

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field the other thing and I think one of
the<00:09:12.160><c> you</c><00:09:12.790><c> know</c><00:09:12.850><c> one</c><00:09:13.060><c> of</c><00:09:13.090><c> the</c><00:09:13.240><c> areas</c><00:09:13.660><c> that's</c>

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the you know one of the areas that's
 

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the you know one of the areas that's
very<00:09:14.380><c> good</c><00:09:14.650><c> and</c><00:09:14.920><c> actually</c><00:09:15.070><c> you</c><00:09:15.310><c> know</c><00:09:15.400><c> an</c><00:09:15.490><c> area</c>

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very good and actually you know an area
 

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very good and actually you know an area
that<00:09:15.790><c> I</c><00:09:15.970><c> kind</c><00:09:16.360><c> of</c><00:09:16.510><c> eased</c><00:09:16.750><c> myself</c><00:09:17.230><c> in</c><00:09:17.590><c> is</c><00:09:17.800><c> that</c><00:09:18.640><c> I</c>

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that I kind of eased myself in is that I
 

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that I kind of eased myself in is that I
you<00:09:19.840><c> know</c><00:09:19.870><c> even</c><00:09:20.170><c> if</c><00:09:20.410><c> you're</c><00:09:20.530><c> a</c><00:09:20.560><c> computational</c>

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you know even if you're a computational
 

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you know even if you're a computational
person<00:09:21.880><c> who</c><00:09:22.000><c> doesn't</c><00:09:22.180><c> yet</c><00:09:22.450><c> understand</c><00:09:22.930><c> the</c>

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person who doesn't yet understand the
 

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person who doesn't yet understand the
algorithms<00:09:23.710><c> you</c><00:09:24.430><c> know</c><00:09:24.550><c> a</c><00:09:24.790><c> lot</c><00:09:25.120><c> of</c><00:09:25.380><c> you</c><00:09:26.380><c> a</c><00:09:26.410><c> lot</c>

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algorithms you know a lot of you a lot
 

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algorithms you know a lot of you a lot
of<00:09:26.830><c> how</c><00:09:26.950><c> you</c><00:09:27.010><c> can</c><00:09:27.250><c> get</c><00:09:27.400><c> started</c><00:09:27.460><c> maybe</c><00:09:28.030><c> around</c>

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of how you can get started maybe around
 

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of how you can get started maybe around
optimizing<00:09:29.140><c> some</c><00:09:29.320><c> of</c><00:09:29.410><c> the</c><00:09:29.470><c> performance</c><00:09:30.040><c> you</c>

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optimizing some of the performance you
 

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optimizing some of the performance you
know<00:09:30.340><c> for</c><00:09:31.120><c> for</c><00:09:31.780><c> a</c><00:09:31.810><c> lot</c><00:09:31.990><c> of</c><00:09:32.110><c> us</c><00:09:32.230><c> you</c><00:09:32.380><c> know</c><00:09:32.410><c> if</c><00:09:32.560><c> you</c>

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know for for a lot of us you know if you
 

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know for for a lot of us you know if you
come<00:09:32.830><c> from</c><00:09:33.100><c> the</c><00:09:33.250><c> data</c><00:09:33.610><c> engineering</c><00:09:34.210><c> side</c><00:09:34.600><c> you</c>

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come from the data engineering side you
 

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come from the data engineering side you
know<00:09:35.050><c> you're</c><00:09:35.260><c> used</c><00:09:35.470><c> to</c><00:09:35.620><c> running</c><00:09:35.800><c> big</c><00:09:36.100><c> Hadoop</c>

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know you're used to running big Hadoop
 

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know you're used to running big Hadoop
pipelines<00:09:37.060><c> you</c><00:09:37.600><c> understand</c><00:09:38.080><c> you</c><00:09:38.410><c> know</c><00:09:38.530><c> how</c><00:09:38.800><c> to</c>

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pipelines you understand you know how to
 

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pipelines you understand you know how to
how<00:09:39.460><c> to</c><00:09:39.490><c> tweak</c><00:09:39.880><c> the</c><00:09:40.060><c> performance</c><00:09:40.570><c> and</c>

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how to tweak the performance and
 

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how to tweak the performance and
optimize<00:09:41.080><c> the</c><00:09:41.230><c> performance</c><00:09:41.350><c> of</c><00:09:41.770><c> these</c><00:09:41.860><c> large</c>

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optimize the performance of these large
 

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optimize the performance of these large
long-running<00:09:42.880><c> you</c><00:09:43.180><c> know</c><00:09:43.300><c> analytics</c><00:09:43.870><c> jobs</c><00:09:44.140><c> and</c>

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long-running you know analytics jobs and
 

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long-running you know analytics jobs and
we've<00:09:45.340><c> actually</c><00:09:45.610><c> had</c><00:09:45.970><c> several</c><00:09:46.390><c> people</c><00:09:46.570><c> who've</c>

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we've actually had several people who've
 

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we've actually had several people who've
gotten<00:09:47.200><c> into</c><00:09:47.620><c> the</c><00:09:47.710><c> project</c><00:09:48.220><c> by</c><00:09:48.340><c> saying</c><00:09:48.610><c> hey</c>

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gotten into the project by saying hey
 

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gotten into the project by saying hey
you<00:09:48.880><c> know</c><00:09:49.090><c> I</c><00:09:50.130><c> kind</c><00:09:51.130><c> of</c><00:09:51.220><c> understand</c><00:09:51.670><c> what</c><00:09:51.820><c> this</c>

00:09:51.930 --> 00:09:51.940 align:start position:0%
you know I kind of understand what this
 

00:09:51.940 --> 00:09:53.730 align:start position:0%
you know I kind of understand what this
algorithm<00:09:52.270><c> is</c><00:09:52.510><c> doing</c><00:09:52.810><c> kind</c><00:09:53.050><c> of</c><00:09:53.110><c> vaguely</c><00:09:53.350><c> I'm</c>

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algorithm is doing kind of vaguely I'm
 

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algorithm is doing kind of vaguely I'm
gonna<00:09:53.860><c> measure</c><00:09:54.070><c> its</c><00:09:54.280><c> performance</c><00:09:54.850><c> try</c><00:09:55.090><c> to</c>

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gonna measure its performance try to
 

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gonna measure its performance try to
make<00:09:55.300><c> it</c><00:09:55.330><c> a</c><00:09:55.480><c> bit</c><00:09:55.630><c> faster</c><00:09:56.260><c> and</c><00:09:56.530><c> then</c><00:09:57.310><c> you</c><00:09:57.430><c> know</c>

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make it a bit faster and then you know
 

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make it a bit faster and then you know
three<00:09:57.790><c> months</c><00:09:57.910><c> later</c><00:09:58.240><c> they</c><00:09:58.450><c> wind</c><00:09:58.630><c> up</c><00:09:58.750><c> you</c><00:09:58.900><c> know</c>

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three months later they wind up you know
 

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three months later they wind up you know
really<00:09:59.370><c> understanding</c><00:10:00.370><c> how</c><00:10:00.520><c> everything</c>

00:10:01.290 --> 00:10:01.300 align:start position:0%
really understanding how everything
 

00:10:01.300 --> 00:10:03.150 align:start position:0%
really understanding how everything
works<00:10:01.570><c> in</c><00:10:01.750><c> the</c><00:10:01.840><c> system</c><00:10:02.290><c> what</c><00:10:02.830><c> some</c><00:10:03.010><c> of</c><00:10:03.040><c> these</c>

00:10:03.150 --> 00:10:03.160 align:start position:0%
works in the system what some of these
 

00:10:03.160 --> 00:10:04.860 align:start position:0%
works in the system what some of these
important<00:10:03.640><c> algorithms</c><00:10:03.820><c> are</c><00:10:04.300><c> what</c><00:10:04.600><c> the</c><00:10:04.690><c> data</c>

00:10:04.860 --> 00:10:04.870 align:start position:0%
important algorithms are what the data
 

00:10:04.870 --> 00:10:07.230 align:start position:0%
important algorithms are what the data
types<00:10:05.200><c> look</c><00:10:05.500><c> like</c><00:10:05.740><c> mm-hmm</c><00:10:06.250><c> um</c><00:10:06.370><c> so</c><00:10:07.090><c> you</c><00:10:07.150><c> know</c>

00:10:07.230 --> 00:10:07.240 align:start position:0%
types look like mm-hmm um so you know
 

00:10:07.240 --> 00:10:09.240 align:start position:0%
types look like mm-hmm um so you know
it's<00:10:07.420><c> a</c><00:10:07.480><c> bit</c><00:10:07.810><c> more</c><00:10:07.990><c> computationally</c><00:10:08.800><c> friendly</c>

00:10:09.240 --> 00:10:09.250 align:start position:0%
it's a bit more computationally friendly
 

00:10:09.250 --> 00:10:10.560 align:start position:0%
it's a bit more computationally friendly
you<00:10:09.460><c> know</c><00:10:09.490><c> it's</c><00:10:09.760><c> it's</c><00:10:09.940><c> a</c><00:10:10.060><c> type</c><00:10:10.210><c> of</c><00:10:10.240><c> thing</c><00:10:10.450><c> you</c>

00:10:10.560 --> 00:10:10.570 align:start position:0%
you know it's it's a type of thing you
 

00:10:10.570 --> 00:10:13.080 align:start position:0%
you know it's it's a type of thing you
put<00:10:10.780><c> your</c><00:10:10.900><c> computer</c><00:10:11.350><c> hat</c><00:10:11.530><c> on</c><00:10:11.740><c> you</c><00:10:12.700><c> start</c><00:10:12.910><c> to</c>

00:10:13.080 --> 00:10:13.090 align:start position:0%
put your computer hat on you start to
 

00:10:13.090 --> 00:10:14.820 align:start position:0%
put your computer hat on you start to
make<00:10:13.240><c> some</c><00:10:13.540><c> you</c><00:10:13.960><c> know</c><00:10:13.990><c> modifications</c><00:10:14.710><c> the</c>

00:10:14.820 --> 00:10:14.830 align:start position:0%
make some you know modifications the
 

00:10:14.830 --> 00:10:16.020 align:start position:0%
make some you know modifications the
code<00:10:15.010><c> base</c><00:10:15.160><c> to</c><00:10:15.370><c> see</c><00:10:15.520><c> if</c><00:10:15.550><c> you</c><00:10:15.670><c> can</c><00:10:15.790><c> improve</c>

00:10:16.020 --> 00:10:16.030 align:start position:0%
code base to see if you can improve
 

00:10:16.030 --> 00:10:18.150 align:start position:0%
code base to see if you can improve
performance<00:10:16.450><c> and</c><00:10:16.750><c> just</c><00:10:17.260><c> by</c><00:10:17.380><c> doing</c><00:10:17.440><c> that</c><00:10:17.890><c> you</c>

00:10:18.150 --> 00:10:18.160 align:start position:0%
performance and just by doing that you
 

00:10:18.160 --> 00:10:19.470 align:start position:0%
performance and just by doing that you
know<00:10:18.250><c> you</c><00:10:18.340><c> can</c><00:10:18.520><c> understand</c><00:10:18.940><c> a</c><00:10:19.060><c> lot</c><00:10:19.240><c> about</c>

00:10:19.470 --> 00:10:19.480 align:start position:0%
know you can understand a lot about
 

00:10:19.480 --> 00:10:21.300 align:start position:0%
know you can understand a lot about
what's<00:10:19.810><c> going</c><00:10:19.990><c> on</c><00:10:20.230><c> in</c><00:10:20.380><c> the</c><00:10:20.470><c> system</c><00:10:20.890><c> no</c><00:10:21.100><c> so</c>

00:10:21.300 --> 00:10:21.310 align:start position:0%
what's going on in the system no so
 

00:10:21.310 --> 00:10:23.360 align:start position:0%
what's going on in the system no so
you're<00:10:21.430><c> basically</c><00:10:21.490><c> start</c><00:10:22.000><c> kind</c><00:10:22.390><c> of</c><00:10:22.510><c> no</c><00:10:22.870><c> way</c>

00:10:23.360 --> 00:10:23.370 align:start position:0%
you're basically start kind of no way
 

00:10:23.370 --> 00:10:27.000 align:start position:0%
you're basically start kind of no way
using<00:10:24.370><c> your</c><00:10:24.460><c> skills</c><00:10:24.700><c> in</c><00:10:25.440><c> optimization</c><00:10:26.440><c> and</c>

00:10:27.000 --> 00:10:27.010 align:start position:0%
using your skills in optimization and
 

00:10:27.010 --> 00:10:29.340 align:start position:0%
using your skills in optimization and
then<00:10:27.730><c> can</c><00:10:27.910><c> expand</c><00:10:28.330><c> more</c><00:10:28.600><c> into</c><00:10:28.960><c> into</c><00:10:29.230><c> the</c>

00:10:29.340 --> 00:10:29.350 align:start position:0%
then can expand more into into the
 

00:10:29.350 --> 00:10:31.440 align:start position:0%
then can expand more into into the
domain<00:10:29.620><c> space</c><00:10:29.830><c> and</c><00:10:30.190><c> actual</c><00:10:30.490><c> brings</c><00:10:30.640><c> me</c><00:10:30.790><c> to</c><00:10:30.910><c> the</c>

00:10:31.440 --> 00:10:31.450 align:start position:0%
domain space and actual brings me to the
 

00:10:31.450 --> 00:10:34.080 align:start position:0%
domain space and actual brings me to the
question<00:10:31.480><c> what</c><00:10:31.870><c> got</c><00:10:32.050><c> interested</c><00:10:32.530><c> you</c><00:10:32.860><c> in</c><00:10:33.160><c> like</c>

00:10:34.080 --> 00:10:34.090 align:start position:0%
question what got interested you in like
 

00:10:34.090 --> 00:10:36.270 align:start position:0%
question what got interested you in like
why<00:10:34.450><c> you</c><00:10:34.510><c> you</c><00:10:34.960><c> know</c><00:10:35.110><c> got</c><00:10:35.260><c> into</c><00:10:35.440><c> this</c><00:10:35.560><c> field</c><00:10:35.800><c> and</c>

00:10:36.270 --> 00:10:36.280 align:start position:0%
why you you know got into this field and
 

00:10:36.280 --> 00:10:39.210 align:start position:0%
why you you know got into this field and
you<00:10:36.670><c> know</c><00:10:36.850><c> kind</c><00:10:37.810><c> of</c><00:10:37.870><c> what</c><00:10:38.380><c> kind</c><00:10:38.740><c> of</c><00:10:38.800><c> people</c><00:10:39.040><c> I</c>

00:10:39.210 --> 00:10:39.220 align:start position:0%
you know kind of what kind of people I
 

00:10:39.220 --> 00:10:41.310 align:start position:0%
you know kind of what kind of people I
would<00:10:39.370><c> say</c><00:10:39.550><c> by</c><00:10:39.790><c> generalization</c><00:10:40.540><c> can</c><00:10:41.140><c> be</c>

00:10:41.310 --> 00:10:41.320 align:start position:0%
would say by generalization can be
 

00:10:41.320 --> 00:10:43.710 align:start position:0%
would say by generalization can be
interested<00:10:41.920><c> in</c><00:10:42.160><c> in</c><00:10:42.490><c> the</c><00:10:42.790><c> biology</c><00:10:43.060><c> problems</c>

00:10:43.710 --> 00:10:43.720 align:start position:0%
interested in in the biology problems
 

00:10:43.720 --> 00:10:46.740 align:start position:0%
interested in in the biology problems
sure<00:10:44.620><c> sure</c><00:10:44.980><c> well</c><00:10:45.220><c> you</c><00:10:45.310><c> know</c><00:10:45.460><c> the</c><00:10:46.240><c> the</c><00:10:46.270><c> big</c>

00:10:46.740 --> 00:10:46.750 align:start position:0%
sure sure well you know the the big
 

00:10:46.750 --> 00:10:48.840 align:start position:0%
sure sure well you know the the big
thing<00:10:46.960><c> for</c><00:10:46.990><c> me</c><00:10:47.380><c> that</c><00:10:47.410><c> that</c><00:10:48.190><c> got</c><00:10:48.400><c> me</c><00:10:48.550><c> excited</c>

00:10:48.840 --> 00:10:48.850 align:start position:0%
thing for me that that got me excited
 

00:10:48.850 --> 00:10:51.660 align:start position:0%
thing for me that that got me excited
about<00:10:49.270><c> it</c><00:10:49.540><c> is</c><00:10:49.750><c> just</c><00:10:50.320><c> it's</c><00:10:50.560><c> this</c><00:10:50.770><c> opportunity</c>

00:10:51.660 --> 00:10:51.670 align:start position:0%
about it is just it's this opportunity
 

00:10:51.670 --> 00:10:54.020 align:start position:0%
about it is just it's this opportunity
to<00:10:52.030><c> really</c><00:10:52.510><c> apply</c><00:10:52.900><c> computational</c>

00:10:54.020 --> 00:10:54.030 align:start position:0%
to really apply computational
 

00:10:54.030 --> 00:10:56.430 align:start position:0%
to really apply computational
computational<00:10:55.030><c> technologies</c><00:10:55.660><c> to</c><00:10:56.140><c> something</c>

00:10:56.430 --> 00:10:56.440 align:start position:0%
computational technologies to something
 

00:10:56.440 --> 00:10:58.760 align:start position:0%
computational technologies to something
that's<00:10:56.530><c> a</c><00:10:56.680><c> greater</c><00:10:56.920><c> social</c><00:10:57.280><c> good</c><00:10:57.700><c> mm-hmm</c><00:10:58.270><c> um</c>

00:10:58.760 --> 00:10:58.770 align:start position:0%
that's a greater social good mm-hmm um
 

00:10:58.770 --> 00:11:01.500 align:start position:0%
that's a greater social good mm-hmm um
you<00:10:59.770><c> know</c><00:10:59.860><c> that's</c><00:11:00.100><c> that's</c><00:11:00.640><c> what</c><00:11:00.910><c> something</c>

00:11:01.500 --> 00:11:01.510 align:start position:0%
you know that's that's what something
 

00:11:01.510 --> 00:11:03.390 align:start position:0%
you know that's that's what something
that<00:11:01.600><c> really</c><00:11:01.750><c> got</c><00:11:01.990><c> me</c><00:11:02.170><c> inspired</c><00:11:02.380><c> about</c><00:11:02.860><c> it</c><00:11:03.070><c> I</c>

00:11:03.390 --> 00:11:03.400 align:start position:0%
that really got me inspired about it I
 

00:11:03.400 --> 00:11:04.960 align:start position:0%
that really got me inspired about it I
you<00:11:03.820><c> know</c><00:11:03.880><c> I</c><00:11:03.970><c> was</c><00:11:04.270><c> looking</c><00:11:04.570><c> for</c>

00:11:04.960 --> 00:11:04.970 align:start position:0%
you know I was looking for
 

00:11:04.970 --> 00:11:06.519 align:start position:0%
you know I was looking for
Dana<00:11:05.089><c> get</c><00:11:05.389><c> really</c><00:11:05.899><c> start</c><00:11:06.139><c> playing</c><00:11:06.410><c> around</c>

00:11:06.519 --> 00:11:06.529 align:start position:0%
Dana get really start playing around
 

00:11:06.529 --> 00:11:08.679 align:start position:0%
Dana get really start playing around
more<00:11:06.829><c> with</c><00:11:06.949><c> a</c><00:11:06.980><c> big</c><00:11:07.189><c> data</c><00:11:07.399><c> stack</c><00:11:07.699><c> came</c><00:11:08.389><c> across</c>

00:11:08.679 --> 00:11:08.689 align:start position:0%
more with a big data stack came across
 

00:11:08.689 --> 00:11:10.749 align:start position:0%
more with a big data stack came across
this<00:11:08.870><c> application</c><00:11:09.529><c> domain</c><00:11:09.920><c> dived</c><00:11:10.339><c> in</c><00:11:10.579><c> and</c>

00:11:10.749 --> 00:11:10.759 align:start position:0%
this application domain dived in and
 

00:11:10.759 --> 00:11:13.090 align:start position:0%
this application domain dived in and
haven't<00:11:11.029><c> regretted</c><00:11:11.149><c> it</c><00:11:11.480><c> since</c><00:11:11.720><c> I</c><00:11:12.079><c> you</c><00:11:12.949><c> know</c><00:11:13.040><c> I</c>

00:11:13.090 --> 00:11:13.100 align:start position:0%
haven't regretted it since I you know I
 

00:11:13.100 --> 00:11:14.439 align:start position:0%
haven't regretted it since I you know I
think<00:11:13.220><c> one</c><00:11:13.490><c> of</c><00:11:13.519><c> the</c><00:11:13.670><c> great</c><00:11:13.790><c> things</c><00:11:13.910><c> about</c>

00:11:14.439 --> 00:11:14.449 align:start position:0%
think one of the great things about
 

00:11:14.449 --> 00:11:16.809 align:start position:0%
think one of the great things about
about<00:11:15.170><c> this</c><00:11:15.410><c> kind</c><00:11:15.680><c> of</c><00:11:15.740><c> quantitative</c><00:11:16.279><c> area</c><00:11:16.730><c> of</c>

00:11:16.809 --> 00:11:16.819 align:start position:0%
about this kind of quantitative area of
 

00:11:16.819 --> 00:11:19.030 align:start position:0%
about this kind of quantitative area of
biology<00:11:17.029><c> is</c><00:11:17.750><c> that</c><00:11:18.319><c> it's</c><00:11:18.470><c> it's</c><00:11:18.709><c> somewhere</c>

00:11:19.030 --> 00:11:19.040 align:start position:0%
biology is that it's it's somewhere
 

00:11:19.040 --> 00:11:21.939 align:start position:0%
biology is that it's it's somewhere
where<00:11:19.250><c> a</c><00:11:19.579><c> wide</c><00:11:20.180><c> variety</c><00:11:20.509><c> of</c><00:11:20.930><c> people</c><00:11:21.050><c> can</c><00:11:21.709><c> come</c>

00:11:21.939 --> 00:11:21.949 align:start position:0%
where a wide variety of people can come
 

00:11:21.949 --> 00:11:24.610 align:start position:0%
where a wide variety of people can come
in<00:11:22.250><c> and</c><00:11:22.430><c> start</c><00:11:23.329><c> working</c><00:11:23.629><c> on</c><00:11:23.899><c> problems</c><00:11:24.170><c> you</c>

00:11:24.610 --> 00:11:24.620 align:start position:0%
in and start working on problems you
 

00:11:24.620 --> 00:11:25.689 align:start position:0%
in and start working on problems you
know<00:11:24.709><c> if</c><00:11:24.829><c> you're</c><00:11:24.980><c> if</c><00:11:25.129><c> you're</c><00:11:25.250><c> a</c><00:11:25.310><c> strong</c>

00:11:25.689 --> 00:11:25.699 align:start position:0%
know if you're if you're a strong
 

00:11:25.699 --> 00:11:28.210 align:start position:0%
know if you're if you're a strong
developer<00:11:26.389><c> you</c><00:11:26.990><c> know</c><00:11:27.110><c> we</c><00:11:27.649><c> always</c><00:11:27.829><c> need</c><00:11:28.160><c> people</c>

00:11:28.210 --> 00:11:28.220 align:start position:0%
developer you know we always need people
 

00:11:28.220 --> 00:11:30.309 align:start position:0%
developer you know we always need people
who<00:11:28.610><c> can</c><00:11:28.699><c> go</c><00:11:29.060><c> through</c><00:11:29.420><c> and</c><00:11:29.449><c> put</c><00:11:29.959><c> together</c>

00:11:30.309 --> 00:11:30.319 align:start position:0%
who can go through and put together
 

00:11:30.319 --> 00:11:32.319 align:start position:0%
who can go through and put together
these<00:11:30.680><c> algorithms</c><00:11:30.949><c> get</c><00:11:31.459><c> them</c><00:11:31.639><c> running</c><00:11:31.850><c> fast</c>

00:11:32.319 --> 00:11:32.329 align:start position:0%
these algorithms get them running fast
 

00:11:32.329 --> 00:11:34.240 align:start position:0%
these algorithms get them running fast
processing<00:11:33.050><c> large</c><00:11:33.259><c> amounts</c><00:11:33.350><c> of</c><00:11:33.709><c> data</c><00:11:33.769><c> if</c>

00:11:34.240 --> 00:11:34.250 align:start position:0%
processing large amounts of data if
 

00:11:34.250 --> 00:11:35.860 align:start position:0%
processing large amounts of data if
you're<00:11:34.850><c> someone</c><00:11:35.120><c> who</c><00:11:35.240><c> has</c><00:11:35.360><c> more</c><00:11:35.600><c> of</c><00:11:35.750><c> an</c>

00:11:35.860 --> 00:11:35.870 align:start position:0%
you're someone who has more of an
 

00:11:35.870 --> 00:11:37.749 align:start position:0%
you're someone who has more of an
analytical<00:11:36.319><c> mind</c><00:11:37.189><c> you</c><00:11:37.279><c> know</c><00:11:37.399><c> more</c><00:11:37.579><c> of</c><00:11:37.670><c> an</c>

00:11:37.749 --> 00:11:37.759 align:start position:0%
analytical mind you know more of an
 

00:11:37.759 --> 00:11:40.030 align:start position:0%
analytical mind you know more of an
algorithms<00:11:38.329><c> backgrounds</c><00:11:39.110><c> a</c><00:11:39.230><c> lot</c><00:11:39.769><c> of</c><00:11:39.920><c> these</c>

00:11:40.030 --> 00:11:40.040 align:start position:0%
algorithms backgrounds a lot of these
 

00:11:40.040 --> 00:11:41.860 align:start position:0%
algorithms backgrounds a lot of these
algorithms<00:11:40.430><c> that</c><00:11:40.759><c> we're</c><00:11:40.970><c> using</c><00:11:41.120><c> in</c><00:11:41.360><c> genomics</c>

00:11:41.860 --> 00:11:41.870 align:start position:0%
algorithms that we're using in genomics
 

00:11:41.870 --> 00:11:44.259 align:start position:0%
algorithms that we're using in genomics
are<00:11:42.079><c> fundamentally</c><00:11:42.949><c> you</c><00:11:43.550><c> know</c><00:11:43.610><c> they're</c><00:11:44.029><c> based</c>

00:11:44.259 --> 00:11:44.269 align:start position:0%
are fundamentally you know they're based
 

00:11:44.269 --> 00:11:46.540 align:start position:0%
are fundamentally you know they're based
on<00:11:44.480><c> really</c><00:11:44.899><c> core</c><00:11:45.290><c> theoretical</c><00:11:46.220><c> computer</c>

00:11:46.540 --> 00:11:46.550 align:start position:0%
on really core theoretical computer
 

00:11:46.550 --> 00:11:48.160 align:start position:0%
on really core theoretical computer
science<00:11:47.149><c> you</c><00:11:47.269><c> know</c><00:11:47.360><c> maybe</c><00:11:47.569><c> they're</c><00:11:47.750><c> based</c><00:11:47.959><c> on</c>

00:11:48.160 --> 00:11:48.170 align:start position:0%
science you know maybe they're based on
 

00:11:48.170 --> 00:11:51.129 align:start position:0%
science you know maybe they're based on
graph<00:11:48.529><c> theoretical</c><00:11:48.980><c> algorithms</c><00:11:50.050><c> you</c><00:11:51.050><c> know</c>

00:11:51.129 --> 00:11:51.139 align:start position:0%
graph theoretical algorithms you know
 

00:11:51.139 --> 00:11:52.780 align:start position:0%
graph theoretical algorithms you know
you're<00:11:51.319><c> doing</c><00:11:51.620><c> some</c><00:11:51.860><c> sort</c><00:11:52.069><c> of</c><00:11:52.129><c> string</c><00:11:52.459><c> edit</c>

00:11:52.780 --> 00:11:52.790 align:start position:0%
you're doing some sort of string edit
 

00:11:52.790 --> 00:11:55.389 align:start position:0%
you're doing some sort of string edit
distance<00:11:52.910><c> comparison</c><00:11:53.899><c> mm-hmm</c><00:11:54.439><c> so</c><00:11:55.009><c> that's</c>

00:11:55.389 --> 00:11:55.399 align:start position:0%
distance comparison mm-hmm so that's
 

00:11:55.399 --> 00:11:57.400 align:start position:0%
distance comparison mm-hmm so that's
another<00:11:55.699><c> area</c><00:11:55.939><c> and</c><00:11:56.120><c> then</c><00:11:56.449><c> fundamentally</c><00:11:57.379><c> a</c>

00:11:57.400 --> 00:11:57.410 align:start position:0%
another area and then fundamentally a
 

00:11:57.410 --> 00:11:59.230 align:start position:0%
another area and then fundamentally a
lot<00:11:57.620><c> of</c><00:11:57.740><c> what</c><00:11:57.889><c> we're</c><00:11:58.009><c> doing</c><00:11:58.339><c> is</c><00:11:58.459><c> some</c><00:11:58.730><c> some</c>

00:11:59.230 --> 00:11:59.240 align:start position:0%
lot of what we're doing is some some
 

00:11:59.240 --> 00:12:02.019 align:start position:0%
lot of what we're doing is some some
form<00:11:59.569><c> of</c><00:11:59.689><c> statistical</c><00:12:00.319><c> inference</c><00:12:00.800><c> yes</c><00:12:01.069><c> so</c><00:12:01.610><c> you</c>

00:12:02.019 --> 00:12:02.029 align:start position:0%
form of statistical inference yes so you
 

00:12:02.029 --> 00:12:03.939 align:start position:0%
form of statistical inference yes so you
know<00:12:02.209><c> we</c><00:12:02.420><c> have</c><00:12:02.720><c> this</c><00:12:02.899><c> huge</c><00:12:03.199><c> community</c><00:12:03.680><c> in</c><00:12:03.860><c> the</c>

00:12:03.939 --> 00:12:03.949 align:start position:0%
know we have this huge community in the
 

00:12:03.949 --> 00:12:06.249 align:start position:0%
know we have this huge community in the
bay<00:12:04.100><c> area</c><00:12:04.129><c> that's</c><00:12:04.730><c> developed</c><00:12:05.629><c> this</c><00:12:05.720><c> huge</c><00:12:05.990><c> data</c>

00:12:06.249 --> 00:12:06.259 align:start position:0%
bay area that's developed this huge data
 

00:12:06.259 --> 00:12:08.439 align:start position:0%
bay area that's developed this huge data
science<00:12:06.649><c> community</c><00:12:07.100><c> a</c><00:12:07.370><c> lot</c><00:12:07.819><c> of</c><00:12:07.939><c> that</c><00:12:08.060><c> is</c><00:12:08.209><c> some</c>

00:12:08.439 --> 00:12:08.449 align:start position:0%
science community a lot of that is some
 

00:12:08.449 --> 00:12:10.389 align:start position:0%
science community a lot of that is some
form<00:12:08.810><c> of</c><00:12:09.019><c> you</c><00:12:09.259><c> know</c><00:12:09.379><c> statistical</c><00:12:09.949><c> inference</c>

00:12:10.389 --> 00:12:10.399 align:start position:0%
form of you know statistical inference
 

00:12:10.399 --> 00:12:12.040 align:start position:0%
form of you know statistical inference
machine<00:12:10.550><c> learning</c><00:12:11.180><c> and</c><00:12:11.300><c> a</c><00:12:11.660><c> lot</c><00:12:11.839><c> of</c><00:12:11.959><c> those</c>

00:12:12.040 --> 00:12:12.050 align:start position:0%
machine learning and a lot of those
 

00:12:12.050 --> 00:12:14.170 align:start position:0%
machine learning and a lot of those
skills<00:12:12.379><c> naturally</c><00:12:12.980><c> map</c><00:12:13.160><c> very</c><00:12:13.430><c> well</c><00:12:13.730><c> to</c><00:12:14.059><c> the</c>

00:12:14.170 --> 00:12:14.180 align:start position:0%
skills naturally map very well to the
 

00:12:14.180 --> 00:12:15.490 align:start position:0%
skills naturally map very well to the
problems<00:12:14.509><c> that</c><00:12:14.569><c> people</c><00:12:14.750><c> are</c><00:12:14.959><c> tackling</c><00:12:15.319><c> and</c>

00:12:15.490 --> 00:12:15.500 align:start position:0%
problems that people are tackling and
 

00:12:15.500 --> 00:12:17.499 align:start position:0%
problems that people are tackling and
biodata<00:12:15.920><c> jr.</c><00:12:16.550><c> of</c><00:12:16.670><c> course</c><00:12:16.879><c> that's</c><00:12:17.089><c> like</c><00:12:17.360><c> all</c>

00:12:17.499 --> 00:12:17.509 align:start position:0%
biodata jr. of course that's like all
 

00:12:17.509 --> 00:12:19.540 align:start position:0%
biodata jr. of course that's like all
this<00:12:17.689><c> things</c><00:12:17.899><c> together</c><00:12:18.220><c> exactly</c><00:12:19.220><c> exactly</c>

00:12:19.540 --> 00:12:19.550 align:start position:0%
this things together exactly exactly
 

00:12:19.550 --> 00:12:21.549 align:start position:0%
this things together exactly exactly
interesting<00:12:20.540><c> so</c><00:12:20.839><c> you</c><00:12:20.899><c> know</c><00:12:21.139><c> I'll</c><00:12:21.259><c> probably</c>

00:12:21.549 --> 00:12:21.559 align:start position:0%
interesting so you know I'll probably
 

00:12:21.559 --> 00:12:26.110 align:start position:0%
interesting so you know I'll probably
rip<00:12:22.459><c> out</c><00:12:22.579><c> by</c><00:12:22.790><c> kind</c><00:12:23.029><c> of</c><00:12:23.500><c> hypothesizing</c><00:12:24.500><c> um</c><00:12:25.120><c> so</c>

00:12:26.110 --> 00:12:26.120 align:start position:0%
rip out by kind of hypothesizing um so
 

00:12:26.120 --> 00:12:28.960 align:start position:0%
rip out by kind of hypothesizing um so
let's<00:12:26.300><c> see</c><00:12:26.540><c> you</c><00:12:27.019><c> know</c><00:12:27.699><c> personal</c><00:12:28.699><c> medicine</c>

00:12:28.960 --> 00:12:28.970 align:start position:0%
let's see you know personal medicine
 

00:12:28.970 --> 00:12:30.660 align:start position:0%
let's see you know personal medicine
offices<00:12:29.360><c> is</c><00:12:29.509><c> gaining</c><00:12:29.689><c> momentum</c><00:12:29.779><c> let's</c><00:12:30.230><c> say</c>

00:12:30.660 --> 00:12:30.670 align:start position:0%
offices is gaining momentum let's say
 

00:12:30.670 --> 00:12:33.249 align:start position:0%
offices is gaining momentum let's say
magically<00:12:31.670><c> you</c><00:12:32.089><c> have</c><00:12:32.269><c> a</c><00:12:32.300><c> thousand</c><00:12:32.870><c> developers</c>

00:12:33.249 --> 00:12:33.259 align:start position:0%
magically you have a thousand developers
 

00:12:33.259 --> 00:12:34.900 align:start position:0%
magically you have a thousand developers
your<00:12:33.379><c> disposal</c><00:12:33.920><c> heretical</c><00:12:34.129><c> building</c><00:12:34.699><c> of</c>

00:12:34.900 --> 00:12:34.910 align:start position:0%
your disposal heretical building of
 

00:12:34.910 --> 00:12:36.970 align:start position:0%
your disposal heretical building of
top-level<00:12:35.240><c> skull</c><00:12:36.139><c> and</c><00:12:36.290><c> spiral</c><00:12:36.559><c> developers</c>

00:12:36.970 --> 00:12:36.980 align:start position:0%
top-level skull and spiral developers
 

00:12:36.980 --> 00:12:39.069 align:start position:0%
top-level skull and spiral developers
who<00:12:37.309><c> are</c><00:12:37.370><c> you</c><00:12:37.790><c> know</c><00:12:37.910><c> eager</c><00:12:38.180><c> to</c><00:12:38.329><c> help</c><00:12:38.480><c> right</c><00:12:38.870><c> and</c>

00:12:39.069 --> 00:12:39.079 align:start position:0%
who are you know eager to help right and
 

00:12:39.079 --> 00:12:40.480 align:start position:0%
who are you know eager to help right and
through<00:12:39.350><c> the</c><00:12:39.470><c> community</c><00:12:39.769><c> effort</c><00:12:39.980><c> effectively</c>

00:12:40.480 --> 00:12:40.490 align:start position:0%
through the community effort effectively
 

00:12:40.490 --> 00:12:42.670 align:start position:0%
through the community effort effectively
you<00:12:40.879><c> have</c><00:12:41.059><c> you</c><00:12:41.149><c> know</c><00:12:41.300><c> part-time</c><00:12:41.959><c> have</c><00:12:42.379><c> some</c><00:12:42.559><c> of</c>

00:12:42.670 --> 00:12:42.680 align:start position:0%
you have you know part-time have some of
 

00:12:42.680 --> 00:12:43.780 align:start position:0%
you have you know part-time have some of
the<00:12:42.769><c> spare</c><00:12:43.040><c> time</c><00:12:43.250><c> instead</c><00:12:43.459><c> of</c><00:12:43.550><c> building</c>

00:12:43.780 --> 00:12:43.790 align:start position:0%
the spare time instead of building
 

00:12:43.790 --> 00:12:45.610 align:start position:0%
the spare time instead of building
another<00:12:44.089><c> pet</c><00:12:44.329><c> store</c><00:12:44.660><c> a</c><00:12:44.899><c> little</c><00:12:45.170><c> bit</c><00:12:45.410><c> rails</c>

00:12:45.610 --> 00:12:45.620 align:start position:0%
another pet store a little bit rails
 

00:12:45.620 --> 00:12:47.590 align:start position:0%
another pet store a little bit rails
they<00:12:46.009><c> will</c><00:12:46.129><c> help</c><00:12:46.430><c> with</c><00:12:46.519><c> Adam</c><00:12:46.910><c> right</c><00:12:47.329><c> and</c>

00:12:47.590 --> 00:12:47.600 align:start position:0%
they will help with Adam right and
 

00:12:47.600 --> 00:12:49.150 align:start position:0%
they will help with Adam right and
hopefully<00:12:48.110><c> we'll</c><00:12:48.290><c> get</c><00:12:48.439><c> enough</c><00:12:48.649><c> tutorials</c>

00:12:49.150 --> 00:12:49.160 align:start position:0%
hopefully we'll get enough tutorials
 

00:12:49.160 --> 00:12:51.999 align:start position:0%
hopefully we'll get enough tutorials
enough<00:12:49.720><c> resources</c><00:12:50.720><c> to</c><00:12:50.990><c> explain</c><00:12:51.740><c> them</c>

00:12:51.999 --> 00:12:52.009 align:start position:0%
enough resources to explain them
 

00:12:52.009 --> 00:12:54.999 align:start position:0%
enough resources to explain them
basically<00:12:52.430><c> the</c><00:12:53.000><c> space</c><00:12:53.300><c> right</c><00:12:53.750><c> so</c><00:12:53.990><c> so</c><00:12:54.439><c> in</c><00:12:54.740><c> you</c>

00:12:54.999 --> 00:12:55.009 align:start position:0%
basically the space right so so in you
 

00:12:55.009 --> 00:12:57.220 align:start position:0%
basically the space right so so in you
can<00:12:55.189><c> put</c><00:12:55.759><c> them</c><00:12:55.939><c> on</c><00:12:56.089><c> any</c><00:12:56.300><c> tasks</c><00:12:56.870><c> in</c><00:12:57.110><c> this</c>

00:12:57.220 --> 00:12:57.230 align:start position:0%
can put them on any tasks in this
 

00:12:57.230 --> 00:12:59.530 align:start position:0%
can put them on any tasks in this
pipeline<00:12:57.470><c> right</c><00:12:57.920><c> so</c><00:12:58.370><c> what</c><00:12:58.819><c> would</c><00:12:58.970><c> you</c><00:12:59.120><c> do</c><00:12:59.240><c> this</c>

00:12:59.530 --> 00:12:59.540 align:start position:0%
pipeline right so what would you do this
 

00:12:59.540 --> 00:13:02.199 align:start position:0%
pipeline right so what would you do this
force<00:13:00.110><c> where</c><00:13:01.040><c> would</c><00:13:01.250><c> you</c><00:13:01.399><c> direct</c><00:13:01.550><c> the</c><00:13:01.850><c> effort</c>

00:13:02.199 --> 00:13:02.209 align:start position:0%
force where would you direct the effort
 

00:13:02.209 --> 00:13:04.269 align:start position:0%
force where would you direct the effort
where<00:13:02.509><c> you</c><00:13:02.750><c> call</c><00:13:02.990><c> the</c><00:13:03.110><c> attention</c><00:13:03.379><c> you</c><00:13:04.129><c> know</c>

00:13:04.269 --> 00:13:04.279 align:start position:0%
where you call the attention you know
 

00:13:04.279 --> 00:13:06.699 align:start position:0%
where you call the attention you know
what<00:13:04.790><c> should</c><00:13:04.970><c> they</c><00:13:05.120><c> do</c><00:13:05.300><c> sure</c><00:13:06.079><c> that's</c><00:13:06.319><c> that's</c><00:13:06.620><c> a</c>

00:13:06.699 --> 00:13:06.709 align:start position:0%
what should they do sure that's that's a
 

00:13:06.709 --> 00:13:09.309 align:start position:0%
what should they do sure that's that's a
really<00:13:06.980><c> interesting</c><00:13:07.009><c> question</c><00:13:07.579><c> and</c><00:13:08.269><c> one</c><00:13:08.990><c> you</c>

00:13:09.309 --> 00:13:09.319 align:start position:0%
really interesting question and one you
 

00:13:09.319 --> 00:13:10.540 align:start position:0%
really interesting question and one you
know<00:13:09.379><c> one</c><00:13:09.529><c> that</c><00:13:09.709><c> I've</c><00:13:09.800><c> been</c><00:13:09.949><c> thinking</c><00:13:10.339><c> about</c><00:13:10.430><c> a</c>

00:13:10.540 --> 00:13:10.550 align:start position:0%
know one that I've been thinking about a
 

00:13:10.550 --> 00:13:13.870 align:start position:0%
know one that I've been thinking about a
lot<00:13:10.670><c> recently</c><00:13:10.819><c> and</c><00:13:12.069><c> you</c><00:13:13.069><c> know</c><00:13:13.189><c> what's</c><00:13:13.610><c> kind</c><00:13:13.819><c> of</c>

00:13:13.870 --> 00:13:13.880 align:start position:0%
lot recently and you know what's kind of
 

00:13:13.880 --> 00:13:16.030 align:start position:0%
lot recently and you know what's kind of
interesting<00:13:14.029><c> is</c><00:13:14.779><c> one</c><00:13:15.050><c> of</c><00:13:15.170><c> the</c><00:13:15.319><c> one</c><00:13:15.620><c> of</c><00:13:15.649><c> the</c><00:13:15.829><c> big</c>

00:13:16.030 --> 00:13:16.040 align:start position:0%
interesting is one of the one of the big
 

00:13:16.040 --> 00:13:18.190 align:start position:0%
interesting is one of the one of the big
problems<00:13:16.069><c> in</c><00:13:17.029><c> genomics</c>

00:13:18.190 --> 00:13:18.200 align:start position:0%
problems in genomics
 

00:13:18.200 --> 00:13:20.770 align:start position:0%
problems in genomics
is<00:13:18.260><c> a</c><00:13:18.320><c> problem</c><00:13:19.280><c> that</c><00:13:19.460><c> anybody</c><00:13:19.880><c> who</c><00:13:20.090><c> works</c><00:13:20.330><c> in</c><00:13:20.600><c> a</c>

00:13:20.770 --> 00:13:20.780 align:start position:0%
is a problem that anybody who works in a
 

00:13:20.780 --> 00:13:23.080 align:start position:0%
is a problem that anybody who works in a
organization<00:13:21.560><c> that</c><00:13:21.710><c> has</c><00:13:21.860><c> a</c><00:13:21.890><c> big</c><00:13:22.190><c> data</c><00:13:22.490><c> lake</c><00:13:22.790><c> or</c>

00:13:23.080 --> 00:13:23.090 align:start position:0%
organization that has a big data lake or
 

00:13:23.090 --> 00:13:25.180 align:start position:0%
organization that has a big data lake or
you<00:13:23.210><c> know</c><00:13:23.300><c> big</c><00:13:23.540><c> data</c><00:13:23.780><c> silos</c><00:13:24.050><c> can</c><00:13:24.530><c> can</c><00:13:24.860><c> relate</c>

00:13:25.180 --> 00:13:25.190 align:start position:0%
you know big data silos can can relate
 

00:13:25.190 --> 00:13:27.640 align:start position:0%
you know big data silos can can relate
to<00:13:25.460><c> and</c><00:13:25.730><c> it's</c><00:13:26.330><c> dealing</c><00:13:26.630><c> with</c><00:13:26.960><c> discovering</c>

00:13:27.640 --> 00:13:27.650 align:start position:0%
to and it's dealing with discovering
 

00:13:27.650 --> 00:13:29.530 align:start position:0%
to and it's dealing with discovering
large<00:13:28.040><c> data</c><00:13:28.340><c> sets</c><00:13:28.640><c> and</c><00:13:28.850><c> figuring</c><00:13:29.300><c> out</c><00:13:29.390><c> how</c><00:13:29.510><c> to</c>

00:13:29.530 --> 00:13:29.540 align:start position:0%
large data sets and figuring out how to
 

00:13:29.540 --> 00:13:31.800 align:start position:0%
large data sets and figuring out how to
aggregate<00:13:29.810><c> across</c><00:13:30.380><c> those</c><00:13:30.650><c> data</c><00:13:30.920><c> sets</c><00:13:31.010><c> well</c>

00:13:31.800 --> 00:13:31.810 align:start position:0%
aggregate across those data sets well
 

00:13:31.810 --> 00:13:34.150 align:start position:0%
aggregate across those data sets well
you<00:13:32.810><c> know</c><00:13:32.900><c> a</c><00:13:32.930><c> lot</c><00:13:33.200><c> of</c><00:13:33.230><c> the</c><00:13:33.440><c> algorithms</c><00:13:34.040><c> that</c>

00:13:34.150 --> 00:13:34.160 align:start position:0%
you know a lot of the algorithms that
 

00:13:34.160 --> 00:13:36.220 align:start position:0%
you know a lot of the algorithms that
that<00:13:34.730><c> we've</c><00:13:34.880><c> been</c><00:13:35.030><c> working</c><00:13:35.270><c> on</c><00:13:35.570><c> the</c><00:13:35.810><c> first</c><00:13:36.020><c> two</c>

00:13:36.220 --> 00:13:36.230 align:start position:0%
that we've been working on the first two
 

00:13:36.230 --> 00:13:38.590 align:start position:0%
that we've been working on the first two
years<00:13:36.380><c> of</c><00:13:36.530><c> Adam</c><00:13:36.980><c> have</c><00:13:37.190><c> been</c><00:13:37.340><c> focused</c><00:13:37.790><c> on</c><00:13:37.940><c> some</c>

00:13:38.590 --> 00:13:38.600 align:start position:0%
years of Adam have been focused on some
 

00:13:38.600 --> 00:13:41.670 align:start position:0%
years of Adam have been focused on some
of<00:13:38.720><c> these</c><00:13:38.780><c> initial</c><00:13:39.470><c> you</c><00:13:40.100><c> know</c><00:13:40.130><c> initial</c>

00:13:41.670 --> 00:13:41.680 align:start position:0%
of these initial you know initial
 

00:13:41.680 --> 00:13:43.510 align:start position:0%
of these initial you know initial
discoveries<00:13:42.680><c> that</c><00:13:42.710><c> you</c><00:13:42.950><c> want</c><00:13:43.100><c> to</c><00:13:43.190><c> make</c><00:13:43.370><c> you</c>

00:13:43.510 --> 00:13:43.520 align:start position:0%
discoveries that you want to make you
 

00:13:43.520 --> 00:13:45.220 align:start position:0%
discoveries that you want to make you
know<00:13:43.640><c> you</c><00:13:43.700><c> want</c><00:13:44.000><c> to</c><00:13:44.120><c> detect</c><00:13:44.600><c> oh</c><00:13:44.840><c> you</c><00:13:44.900><c> know</c><00:13:45.080><c> how</c>

00:13:45.220 --> 00:13:45.230 align:start position:0%
know you want to detect oh you know how
 

00:13:45.230 --> 00:13:47.200 align:start position:0%
know you want to detect oh you know how
is<00:13:45.410><c> your</c><00:13:45.620><c> genome</c><00:13:45.980><c> and</c><00:13:46.130><c> my</c><00:13:46.250><c> genome</c><00:13:46.730><c> difference</c>

00:13:47.200 --> 00:13:47.210 align:start position:0%
is your genome and my genome difference
 

00:13:47.210 --> 00:13:48.910 align:start position:0%
is your genome and my genome difference
right<00:13:47.510><c> so</c><00:13:47.780><c> we've</c><00:13:47.930><c> spent</c><00:13:48.140><c> a</c><00:13:48.290><c> lot</c><00:13:48.440><c> of</c><00:13:48.470><c> time</c><00:13:48.620><c> in</c>

00:13:48.910 --> 00:13:48.920 align:start position:0%
right so we've spent a lot of time in
 

00:13:48.920 --> 00:13:50.950 align:start position:0%
right so we've spent a lot of time in
the<00:13:48.980><c> last</c><00:13:49.220><c> few</c><00:13:49.430><c> years</c><00:13:49.490><c> working</c><00:13:49.910><c> on</c><00:13:50.150><c> that</c><00:13:50.360><c> but</c>

00:13:50.950 --> 00:13:50.960 align:start position:0%
the last few years working on that but
 

00:13:50.960 --> 00:13:53.020 align:start position:0%
the last few years working on that but
in<00:13:51.200><c> the</c><00:13:51.380><c> future</c><00:13:51.650><c> what</c><00:13:51.950><c> I'd</c><00:13:52.070><c> like</c><00:13:52.250><c> to</c><00:13:52.310><c> see</c><00:13:52.460><c> you</c>

00:13:53.020 --> 00:13:53.030 align:start position:0%
in the future what I'd like to see you
 

00:13:53.030 --> 00:13:55.510 align:start position:0%
in the future what I'd like to see you
no<00:13:53.120><c> more</c><00:13:53.150><c> focus</c><00:13:53.840><c> on</c><00:13:54.020><c> is</c><00:13:54.350><c> saying</c><00:13:54.560><c> okay</c><00:13:54.980><c> well</c><00:13:55.190><c> you</c>

00:13:55.510 --> 00:13:55.520 align:start position:0%
no more focus on is saying okay well you
 

00:13:55.520 --> 00:13:58.290 align:start position:0%
no more focus on is saying okay well you
know<00:13:55.610><c> now</c><00:13:55.760><c> that</c><00:13:55.790><c> I</c><00:13:55.970><c> understand</c><00:13:56.570><c> why</c><00:13:57.320><c> you</c><00:13:58.130><c> know</c>

00:13:58.290 --> 00:13:58.300 align:start position:0%
know now that I understand why you know
 

00:13:58.300 --> 00:14:00.610 align:start position:0%
know now that I understand why you know
how<00:13:59.300><c> your</c><00:13:59.600><c> genome</c><00:13:59.900><c> and</c><00:14:00.050><c> my</c><00:14:00.170><c> genome</c><00:14:00.500><c> are</c>

00:14:00.610 --> 00:14:00.620 align:start position:0%
how your genome and my genome are
 

00:14:00.620 --> 00:14:02.890 align:start position:0%
how your genome and my genome are
different<00:14:01.100><c> how</c><00:14:01.700><c> does</c><00:14:01.880><c> that</c><00:14:02.000><c> influence</c><00:14:02.240><c> you</c>

00:14:02.890 --> 00:14:02.900 align:start position:0%
different how does that influence you
 

00:14:02.900 --> 00:14:05.170 align:start position:0%
different how does that influence you
know<00:14:03.020><c> how</c><00:14:03.230><c> the</c><00:14:03.290><c> biology</c><00:14:04.040><c> of</c><00:14:04.070><c> our</c><00:14:04.460><c> bodies</c><00:14:04.850><c> works</c>

00:14:05.170 --> 00:14:05.180 align:start position:0%
know how the biology of our bodies works
 

00:14:05.180 --> 00:14:06.760 align:start position:0%
know how the biology of our bodies works
differently<00:14:05.660><c> you</c><00:14:06.170><c> know</c><00:14:06.200><c> why</c><00:14:06.470><c> does</c><00:14:06.620><c> that</c>

00:14:06.760 --> 00:14:06.770 align:start position:0%
differently you know why does that
 

00:14:06.770 --> 00:14:08.590 align:start position:0%
differently you know why does that
influence<00:14:07.040><c> some</c><00:14:07.430><c> of</c><00:14:07.550><c> my</c><00:14:07.700><c> personal</c><00:14:07.760><c> disease</c>

00:14:08.590 --> 00:14:08.600 align:start position:0%
influence some of my personal disease
 

00:14:08.600 --> 00:14:10.780 align:start position:0%
influence some of my personal disease
risk<00:14:08.900><c> factors</c><00:14:08.990><c> how</c><00:14:09.920><c> does</c><00:14:10.100><c> it</c><00:14:10.250><c> change</c><00:14:10.460><c> what</c>

00:14:10.780 --> 00:14:10.790 align:start position:0%
risk factors how does it change what
 

00:14:10.790 --> 00:14:13.240 align:start position:0%
risk factors how does it change what
traits<00:14:11.120><c> the</c><00:14:11.300><c> two</c><00:14:11.450><c> of</c><00:14:11.600><c> us</c><00:14:11.720><c> have</c><00:14:11.930><c> and</c><00:14:12.290><c> all</c><00:14:13.070><c> of</c>

00:14:13.240 --> 00:14:13.250 align:start position:0%
traits the two of us have and all of
 

00:14:13.250 --> 00:14:15.280 align:start position:0%
traits the two of us have and all of
this<00:14:13.400><c> fundamentally</c><00:14:14.150><c> is</c><00:14:14.450><c> a</c><00:14:14.480><c> statistical</c>

00:14:15.280 --> 00:14:15.290 align:start position:0%
this fundamentally is a statistical
 

00:14:15.290 --> 00:14:16.900 align:start position:0%
this fundamentally is a statistical
process<00:14:15.470><c> that</c><00:14:15.890><c> depends</c><00:14:16.280><c> on</c><00:14:16.370><c> having</c><00:14:16.460><c> very</c>

00:14:16.900 --> 00:14:16.910 align:start position:0%
process that depends on having very
 

00:14:16.910 --> 00:14:19.990 align:start position:0%
process that depends on having very
large<00:14:17.180><c> data</c><00:14:17.450><c> sets</c><00:14:17.750><c> mmm</c><00:14:18.320><c> um</c><00:14:18.470><c> you</c><00:14:19.160><c> know</c><00:14:19.310><c> like</c>

00:14:19.990 --> 00:14:20.000 align:start position:0%
large data sets mmm um you know like
 

00:14:20.000 --> 00:14:21.250 align:start position:0%
large data sets mmm um you know like
especially<00:14:20.330><c> if</c><00:14:20.510><c> you</c><00:14:20.600><c> look</c><00:14:20.810><c> there</c><00:14:20.990><c> some</c>

00:14:21.250 --> 00:14:21.260 align:start position:0%
especially if you look there some
 

00:14:21.260 --> 00:14:23.190 align:start position:0%
especially if you look there some
studies<00:14:21.650><c> that</c><00:14:21.680><c> have</c><00:14:21.950><c> looked</c><00:14:21.980><c> at</c><00:14:22.370><c> for</c><00:14:23.030><c> example</c>

00:14:23.190 --> 00:14:23.200 align:start position:0%
studies that have looked at for example
 

00:14:23.200 --> 00:14:26.920 align:start position:0%
studies that have looked at for example
schizophrenia<00:14:24.200><c> autism</c><00:14:25.000><c> Alzheimer's</c><00:14:26.000><c> disease</c>

00:14:26.920 --> 00:14:26.930 align:start position:0%
schizophrenia autism Alzheimer's disease
 

00:14:26.930 --> 00:14:28.750 align:start position:0%
schizophrenia autism Alzheimer's disease
there<00:14:27.620><c> you</c><00:14:27.860><c> know</c><00:14:27.980><c> if</c><00:14:28.130><c> you're</c><00:14:28.280><c> able</c><00:14:28.400><c> to</c><00:14:28.610><c> go</c>

00:14:28.750 --> 00:14:28.760 align:start position:0%
there you know if you're able to go
 

00:14:28.760 --> 00:14:31.450 align:start position:0%
there you know if you're able to go
ahead<00:14:28.910><c> and</c><00:14:29.600><c> and</c><00:14:29.870><c> look</c><00:14:30.380><c> at</c><00:14:30.590><c> you</c><00:14:30.800><c> know</c><00:14:30.860><c> not</c><00:14:31.040><c> ten</c>

00:14:31.450 --> 00:14:31.460 align:start position:0%
ahead and and look at you know not ten
 

00:14:31.460 --> 00:14:33.280 align:start position:0%
ahead and and look at you know not ten
people's<00:14:31.910><c> genomes</c><00:14:32.360><c> not</c><00:14:32.600><c> a</c><00:14:32.630><c> hundred</c><00:14:33.020><c> people's</c>

00:14:33.280 --> 00:14:33.290 align:start position:0%
people's genomes not a hundred people's
 

00:14:33.290 --> 00:14:35.050 align:start position:0%
people's genomes not a hundred people's
genomes<00:14:33.620><c> but</c><00:14:33.860><c> ten</c><00:14:34.190><c> thousand</c><00:14:34.700><c> people's</c>

00:14:35.050 --> 00:14:35.060 align:start position:0%
genomes but ten thousand people's
 

00:14:35.060 --> 00:14:36.490 align:start position:0%
genomes but ten thousand people's
genomes<00:14:35.420><c> and</c><00:14:35.570><c> have</c><00:14:36.050><c> a</c><00:14:36.080><c> much</c><00:14:36.320><c> better</c>

00:14:36.490 --> 00:14:36.500 align:start position:0%
genomes and have a much better
 

00:14:36.500 --> 00:14:38.830 align:start position:0%
genomes and have a much better
understanding<00:14:36.620><c> of</c><00:14:37.610><c> what</c><00:14:37.910><c> genomic</c><00:14:38.300><c> links</c>

00:14:38.830 --> 00:14:38.840 align:start position:0%
understanding of what genomic links
 

00:14:38.840 --> 00:14:41.140 align:start position:0%
understanding of what genomic links
there<00:14:39.020><c> are</c><00:14:39.170><c> between</c><00:14:39.410><c> that</c><00:14:40.190><c> disease</c><00:14:40.640><c> yo</c>

00:14:41.140 --> 00:14:41.150 align:start position:0%
there are between that disease yo
 

00:14:41.150 --> 00:14:42.790 align:start position:0%
there are between that disease yo
essentially<00:14:41.810><c> what</c><00:14:41.990><c> links</c><00:14:42.410><c> there</c><00:14:42.530><c> are</c><00:14:42.650><c> between</c>

00:14:42.790 --> 00:14:42.800 align:start position:0%
essentially what links there are between
 

00:14:42.800 --> 00:14:46.030 align:start position:0%
essentially what links there are between
that<00:14:43.190><c> disease</c><00:14:43.520><c> and</c><00:14:43.820><c> the</c><00:14:43.940><c> genomics</c><00:14:44.420><c> mm-hmm</c><00:14:45.040><c> but</c>

00:14:46.030 --> 00:14:46.040 align:start position:0%
that disease and the genomics mm-hmm but
 

00:14:46.040 --> 00:14:47.470 align:start position:0%
that disease and the genomics mm-hmm but
you<00:14:46.250><c> know</c><00:14:46.370><c> one</c><00:14:46.550><c> of</c><00:14:46.670><c> the</c><00:14:46.730><c> problems</c><00:14:47.090><c> right</c><00:14:47.270><c> now</c>

00:14:47.470 --> 00:14:47.480 align:start position:0%
you know one of the problems right now
 

00:14:47.480 --> 00:14:49.720 align:start position:0%
you know one of the problems right now
is<00:14:47.870><c> even</c><00:14:48.620><c> though</c><00:14:48.770><c> you</c><00:14:49.160><c> know</c><00:14:49.250><c> even</c><00:14:49.400><c> though</c><00:14:49.610><c> we</c>

00:14:49.720 --> 00:14:49.730 align:start position:0%
is even though you know even though we
 

00:14:49.730 --> 00:14:51.340 align:start position:0%
is even though you know even though we
can<00:14:49.910><c> build</c><00:14:50.060><c> these</c><00:14:50.270><c> algorithms</c><00:14:50.540><c> to</c><00:14:50.960><c> do</c><00:14:51.140><c> these</c>

00:14:51.340 --> 00:14:51.350 align:start position:0%
can build these algorithms to do these
 

00:14:51.350 --> 00:14:53.620 align:start position:0%
can build these algorithms to do these
sorts<00:14:51.650><c> of</c><00:14:51.710><c> aggregations</c><00:14:52.460><c> it's</c><00:14:53.210><c> actually</c><00:14:53.600><c> very</c>

00:14:53.620 --> 00:14:53.630 align:start position:0%
sorts of aggregations it's actually very
 

00:14:53.630 --> 00:14:55.750 align:start position:0%
sorts of aggregations it's actually very
difficult<00:14:54.350><c> to</c><00:14:54.500><c> manage</c><00:14:54.680><c> the</c><00:14:54.950><c> data</c><00:14:55.100><c> sharing</c><00:14:55.490><c> you</c>

00:14:55.750 --> 00:14:55.760 align:start position:0%
difficult to manage the data sharing you
 

00:14:55.760 --> 00:14:57.040 align:start position:0%
difficult to manage the data sharing you
know<00:14:55.850><c> and</c><00:14:56.120><c> a</c><00:14:56.180><c> lot</c><00:14:56.210><c> of</c><00:14:56.360><c> this</c><00:14:56.570><c> is</c><00:14:56.750><c> for</c><00:14:56.900><c> good</c>

00:14:57.040 --> 00:14:57.050 align:start position:0%
know and a lot of this is for good
 

00:14:57.050 --> 00:14:59.110 align:start position:0%
know and a lot of this is for good
reason<00:14:57.530><c> you</c><00:14:57.680><c> know</c><00:14:57.800><c> fundamentally</c><00:14:58.520><c> whenever</c>

00:14:59.110 --> 00:14:59.120 align:start position:0%
reason you know fundamentally whenever
 

00:14:59.120 --> 00:15:01.240 align:start position:0%
reason you know fundamentally whenever
you're<00:14:59.270><c> collecting</c><00:14:59.780><c> information</c><00:15:00.620><c> about</c>

00:15:01.240 --> 00:15:01.250 align:start position:0%
you're collecting information about
 

00:15:01.250 --> 00:15:04.300 align:start position:0%
you're collecting information about
someone's<00:15:01.880><c> genome</c><00:15:02.330><c> or</c><00:15:02.570><c> someone's</c><00:15:03.250><c> you</c><00:15:04.250><c> know</c>

00:15:04.300 --> 00:15:04.310 align:start position:0%
someone's genome or someone's you know
 

00:15:04.310 --> 00:15:05.740 align:start position:0%
someone's genome or someone's you know
someone's<00:15:04.670><c> health</c><00:15:04.970><c> status</c><00:15:05.240><c> someone's</c>

00:15:05.740 --> 00:15:05.750 align:start position:0%
someone's health status someone's
 

00:15:05.750 --> 00:15:07.620 align:start position:0%
someone's health status someone's
familial<00:15:06.260><c> health</c><00:15:06.530><c> there's</c><00:15:07.310><c> a</c><00:15:07.370><c> lot</c><00:15:07.460><c> of</c>

00:15:07.620 --> 00:15:07.630 align:start position:0%
familial health there's a lot of
 

00:15:07.630 --> 00:15:09.670 align:start position:0%
familial health there's a lot of
important<00:15:08.630><c> personally</c><00:15:09.110><c> identifiable</c>

00:15:09.670 --> 00:15:09.680 align:start position:0%
important personally identifiable
 

00:15:09.680 --> 00:15:12.040 align:start position:0%
important personally identifiable
information<00:15:09.830><c> there</c><00:15:10.670><c> yes</c><00:15:11.090><c> so</c><00:15:11.390><c> we</c><00:15:11.570><c> see</c><00:15:11.750><c> a</c><00:15:11.780><c> lot</c><00:15:12.020><c> of</c>

00:15:12.040 --> 00:15:12.050 align:start position:0%
information there yes so we see a lot of
 

00:15:12.050 --> 00:15:14.740 align:start position:0%
information there yes so we see a lot of
challenges<00:15:12.410><c> coming</c><00:15:13.070><c> up</c><00:15:13.310><c> and</c><00:15:13.520><c> you</c><00:15:13.700><c> know</c><00:15:13.820><c> kind</c>

00:15:14.740 --> 00:15:14.750 align:start position:0%
challenges coming up and you know kind
 

00:15:14.750 --> 00:15:16.390 align:start position:0%
challenges coming up and you know kind
of<00:15:14.840><c> one</c><00:15:15.080><c> in</c><00:15:15.260><c> the</c><00:15:15.350><c> area</c><00:15:15.650><c> of</c><00:15:15.770><c> you</c><00:15:15.890><c> know</c><00:15:15.980><c> if</c><00:15:16.190><c> I'm</c><00:15:16.370><c> a</c>

00:15:16.390 --> 00:15:16.400 align:start position:0%
of one in the area of you know if I'm a
 

00:15:16.400 --> 00:15:18.850 align:start position:0%
of one in the area of you know if I'm a
if<00:15:16.790><c> I'm</c><00:15:16.940><c> a</c><00:15:16.970><c> doctor</c><00:15:17.570><c> if</c><00:15:17.750><c> I'm</c><00:15:17.930><c> some</c><00:15:18.260><c> clinician</c>

00:15:18.850 --> 00:15:18.860 align:start position:0%
if I'm a doctor if I'm some clinician
 

00:15:18.860 --> 00:15:22.060 align:start position:0%
if I'm a doctor if I'm some clinician
how<00:15:19.100><c> can</c><00:15:19.280><c> I</c><00:15:19.340><c> discover</c><00:15:19.760><c> who</c><00:15:20.090><c> else</c><00:15:20.270><c> has</c><00:15:20.630><c> a</c><00:15:21.070><c> cohort</c>

00:15:22.060 --> 00:15:22.070 align:start position:0%
how can I discover who else has a cohort
 

00:15:22.070 --> 00:15:24.310 align:start position:0%
how can I discover who else has a cohort
of<00:15:22.310><c> Alzheimer's</c><00:15:23.180><c> patients</c><00:15:23.690><c> who</c><00:15:23.840><c> else</c><00:15:24.020><c> has</c>

00:15:24.310 --> 00:15:24.320 align:start position:0%
of Alzheimer's patients who else has
 

00:15:24.320 --> 00:15:27.190 align:start position:0%
of Alzheimer's patients who else has
looked<00:15:25.250><c> at</c><00:15:25.490><c> people</c><00:15:26.000><c> with</c><00:15:26.330><c> myeloid</c><00:15:26.930><c> you</c><00:15:27.110><c> know</c>

00:15:27.190 --> 00:15:27.200 align:start position:0%
looked at people with myeloid you know
 

00:15:27.200 --> 00:15:29.410 align:start position:0%
looked at people with myeloid you know
acute<00:15:27.530><c> myeloid</c><00:15:27.830><c> leukemia</c><00:15:27.940><c> mm-hmm</c><00:15:28.940><c> but</c><00:15:29.270><c> then</c>

00:15:29.410 --> 00:15:29.420 align:start position:0%
acute myeloid leukemia mm-hmm but then
 

00:15:29.420 --> 00:15:29.950 align:start position:0%
acute myeloid leukemia mm-hmm but then
once<00:15:29.720><c> they</c>

00:15:29.950 --> 00:15:29.960 align:start position:0%
once they
 

00:15:29.960 --> 00:15:31.240 align:start position:0%
once they
gone<00:15:30.050><c> ahead</c><00:15:30.200><c> and</c><00:15:30.350><c> done</c><00:15:30.590><c> that</c><00:15:30.830><c> and</c><00:15:31.010><c> that's</c>

00:15:31.240 --> 00:15:31.250 align:start position:0%
gone ahead and done that and that's
 

00:15:31.250 --> 00:15:33.340 align:start position:0%
gone ahead and done that and that's
fundamentally<00:15:32.030><c> a</c><00:15:32.060><c> metadata</c><00:15:32.570><c> search</c><00:15:32.900><c> problem</c>

00:15:33.340 --> 00:15:33.350 align:start position:0%
fundamentally a metadata search problem
 

00:15:33.350 --> 00:15:34.840 align:start position:0%
fundamentally a metadata search problem
it's<00:15:33.470><c> a</c><00:15:33.560><c> search</c><00:15:33.830><c> and</c><00:15:34.010><c> indexing</c><00:15:34.490><c> problem</c>

00:15:34.840 --> 00:15:34.850 align:start position:0%
it's a search and indexing problem
 

00:15:34.850 --> 00:15:36.460 align:start position:0%
it's a search and indexing problem
something<00:15:35.180><c> that</c><00:15:35.330><c> as</c><00:15:35.480><c> computational</c><00:15:35.840><c> people</c>

00:15:36.460 --> 00:15:36.470 align:start position:0%
something that as computational people
 

00:15:36.470 --> 00:15:39.130 align:start position:0%
something that as computational people
have<00:15:36.620><c> thought</c><00:15:36.800><c> a</c><00:15:37.010><c> very</c><00:15:37.120><c> long</c><00:15:38.120><c> time</c><00:15:38.510><c> about</c><00:15:38.720><c> it</c>

00:15:39.130 --> 00:15:39.140 align:start position:0%
have thought a very long time about it
 

00:15:39.140 --> 00:15:41.200 align:start position:0%
have thought a very long time about it
gets<00:15:39.800><c> into</c><00:15:40.040><c> this</c><00:15:40.130><c> question</c><00:15:40.520><c> of</c><00:15:40.610><c> how</c><00:15:40.790><c> can</c><00:15:41.000><c> we</c><00:15:41.060><c> do</c>

00:15:41.200 --> 00:15:41.210 align:start position:0%
gets into this question of how can we do
 

00:15:41.210 --> 00:15:44.590 align:start position:0%
gets into this question of how can we do
analytics<00:15:41.870><c> in</c><00:15:42.050><c> a</c><00:15:42.590><c> way</c><00:15:42.770><c> that</c><00:15:43.310><c> you</c><00:15:43.730><c> know</c><00:15:44.030><c> manages</c>

00:15:44.590 --> 00:15:44.600 align:start position:0%
analytics in a way that you know manages
 

00:15:44.600 --> 00:15:46.870 align:start position:0%
analytics in a way that you know manages
these<00:15:44.750><c> privacy</c><00:15:45.200><c> concerns</c><00:15:45.770><c> right</c><00:15:46.160><c> and</c><00:15:46.520><c> I</c><00:15:46.610><c> and</c><00:15:46.790><c> I</c>

00:15:46.870 --> 00:15:46.880 align:start position:0%
these privacy concerns right and I and I
 

00:15:46.880 --> 00:15:48.880 align:start position:0%
these privacy concerns right and I and I
think<00:15:47.150><c> that's</c><00:15:47.300><c> a</c><00:15:47.510><c> it's</c><00:15:48.350><c> an</c><00:15:48.560><c> interesting</c>

00:15:48.880 --> 00:15:48.890 align:start position:0%
think that's a it's an interesting
 

00:15:48.890 --> 00:15:50.470 align:start position:0%
think that's a it's an interesting
problem<00:15:49.340><c> I</c><00:15:49.580><c> don't</c><00:15:49.790><c> think</c><00:15:49.970><c> it's</c><00:15:50.060><c> been</c><00:15:50.210><c> looked</c>

00:15:50.470 --> 00:15:50.480 align:start position:0%
problem I don't think it's been looked
 

00:15:50.480 --> 00:15:52.810 align:start position:0%
problem I don't think it's been looked
at<00:15:50.630><c> a</c><00:15:50.660><c> ton</c><00:15:51.050><c> in</c><00:15:51.170><c> the</c><00:15:51.260><c> analytic</c><00:15:51.770><c> space</c><00:15:52.100><c> but</c><00:15:52.790><c> I</c>

00:15:52.810 --> 00:15:52.820 align:start position:0%
at a ton in the analytic space but I
 

00:15:52.820 --> 00:15:55.180 align:start position:0%
at a ton in the analytic space but I
think<00:15:53.090><c> it's</c><00:15:53.210><c> a</c><00:15:53.330><c> very</c><00:15:53.570><c> natural</c><00:15:53.950><c> extension</c><00:15:54.950><c> on</c>

00:15:55.180 --> 00:15:55.190 align:start position:0%
think it's a very natural extension on
 

00:15:55.190 --> 00:15:57.970 align:start position:0%
think it's a very natural extension on
top<00:15:55.820><c> of</c><00:15:55.970><c> what</c><00:15:56.150><c> people</c><00:15:56.480><c> have</c><00:15:56.600><c> doing</c><00:15:57.020><c> there</c><00:15:57.500><c> have</c>

00:15:57.970 --> 00:15:57.980 align:start position:0%
top of what people have doing there have
 

00:15:57.980 --> 00:16:00.100 align:start position:0%
top of what people have doing there have
been<00:15:58.010><c> doing</c><00:15:58.580><c> in</c><00:15:58.730><c> the</c><00:15:58.760><c> analytic</c><00:15:59.330><c> space</c><00:15:59.570><c> yes</c><00:15:59.900><c> I</c>

00:16:00.100 --> 00:16:00.110 align:start position:0%
been doing in the analytic space yes I
 

00:16:00.110 --> 00:16:01.930 align:start position:0%
been doing in the analytic space yes I
think<00:16:00.170><c> the</c><00:16:00.380><c> privacy</c><00:16:01.160><c> preserve</c><00:16:01.550><c> and</c><00:16:01.730><c> data</c>

00:16:01.930 --> 00:16:01.940 align:start position:0%
think the privacy preserve and data
 

00:16:01.940 --> 00:16:03.550 align:start position:0%
think the privacy preserve and data
mining<00:16:02.060><c> I</c><00:16:02.270><c> think</c><00:16:02.420><c> it's</c><00:16:02.510><c> a</c><00:16:02.570><c> whole</c><00:16:02.720><c> field</c><00:16:02.930><c> right</c>

00:16:03.550 --> 00:16:03.560 align:start position:0%
mining I think it's a whole field right
 

00:16:03.560 --> 00:16:05.140 align:start position:0%
mining I think it's a whole field right
obviously<00:16:03.830><c> you</c><00:16:04.310><c> know</c><00:16:04.400><c> with</c><00:16:04.550><c> the</c><00:16:04.580><c> volume</c><00:16:04.940><c> of</c>

00:16:05.140 --> 00:16:05.150 align:start position:0%
obviously you know with the volume of
 

00:16:05.150 --> 00:16:07.330 align:start position:0%
obviously you know with the volume of
data<00:16:05.270><c> tool</c><00:16:05.540><c> you</c><00:16:05.840><c> need</c><00:16:05.870><c> to</c><00:16:06.080><c> improve</c><00:16:06.350><c> specialist</c>

00:16:07.330 --> 00:16:07.340 align:start position:0%
data tool you need to improve specialist
 

00:16:07.340 --> 00:16:08.770 align:start position:0%
data tool you need to improve specialist
algorithms<00:16:07.790><c> get</c><00:16:07.940><c> better</c><00:16:08.150><c> matter</c><00:16:08.360><c> that</c>

00:16:08.770 --> 00:16:08.780 align:start position:0%
algorithms get better matter that
 

00:16:08.780 --> 00:16:10.570 align:start position:0%
algorithms get better matter that
reminds<00:16:09.080><c> me</c><00:16:09.080><c> a</c><00:16:09.320><c> problem</c><00:16:09.710><c> we'll</c><00:16:09.800><c> add</c><00:16:09.980><c> one</c><00:16:10.430><c> more</c>

00:16:10.570 --> 00:16:10.580 align:start position:0%
reminds me a problem we'll add one more
 

00:16:10.580 --> 00:16:12.940 align:start position:0%
reminds me a problem we'll add one more
question<00:16:11.090><c> to</c><00:16:12.050><c> this</c><00:16:12.230><c> so</c><00:16:12.590><c> you</c><00:16:12.650><c> mentioned</c>

00:16:12.940 --> 00:16:12.950 align:start position:0%
question to this so you mentioned
 

00:16:12.950 --> 00:16:16.390 align:start position:0%
question to this so you mentioned
basically<00:16:13.580><c> you</c><00:16:14.330><c> know</c><00:16:14.450><c> there</c><00:16:14.630><c> are</c><00:16:14.890><c> these</c><00:16:15.890><c> tasks</c>

00:16:16.390 --> 00:16:16.400 align:start position:0%
basically you know there are these tasks
 

00:16:16.400 --> 00:16:18.370 align:start position:0%
basically you know there are these tasks
and<00:16:16.610><c> then</c><00:16:16.790><c> we'll</c><00:16:17.030><c> multiple</c><00:16:17.510><c> bodies</c><00:16:17.870><c> obviously</c>

00:16:18.370 --> 00:16:18.380 align:start position:0%
and then we'll multiple bodies obviously
 

00:16:18.380 --> 00:16:20.410 align:start position:0%
and then we'll multiple bodies obviously
you<00:16:18.740><c> know</c><00:16:18.890><c> privacy</c><00:16:19.580><c> is</c><00:16:19.820><c> government</c><00:16:20.210><c> or</c>

00:16:20.410 --> 00:16:20.420 align:start position:0%
you know privacy is government or
 

00:16:20.420 --> 00:16:22.540 align:start position:0%
you know privacy is government or
regulation<00:16:21.170><c> but</c><00:16:21.350><c> if</c><00:16:21.620><c> the</c><00:16:21.980><c> database</c><00:16:22.250><c> and</c>

00:16:22.540 --> 00:16:22.550 align:start position:0%
regulation but if the database and
 

00:16:22.550 --> 00:16:24.310 align:start position:0%
regulation but if the database and
maintained<00:16:22.850><c> by</c><00:16:22.880><c> consortium</c><00:16:23.630><c> so</c><00:16:23.660><c> and</c><00:16:24.140><c> for</c>

00:16:24.310 --> 00:16:24.320 align:start position:0%
maintained by consortium so and for
 

00:16:24.320 --> 00:16:25.390 align:start position:0%
maintained by consortium so and for
those<00:16:24.440><c> who</c><00:16:24.500><c> are</c><00:16:24.680><c> not</c><00:16:24.800><c> on</c><00:16:24.830><c> the</c><00:16:25.010><c> field</c><00:16:25.190><c> can</c><00:16:25.370><c> you</c>

00:16:25.390 --> 00:16:25.400 align:start position:0%
those who are not on the field can you
 

00:16:25.400 --> 00:16:27.280 align:start position:0%
those who are not on the field can you
maybe<00:16:25.580><c> briefly</c><00:16:26.000><c> outline</c><00:16:26.390><c> and</c><00:16:26.840><c> what</c><00:16:27.110><c> are</c><00:16:27.230><c> the</c>

00:16:27.280 --> 00:16:27.290 align:start position:0%
maybe briefly outline and what are the
 

00:16:27.290 --> 00:16:28.840 align:start position:0%
maybe briefly outline and what are the
other<00:16:27.440><c> force</c><00:16:27.800><c> is</c><00:16:27.950><c> what</c><00:16:28.100><c> are</c><00:16:28.220><c> the</c><00:16:28.310><c> key</c><00:16:28.520><c> groups</c>

00:16:28.840 --> 00:16:28.850 align:start position:0%
other force is what are the key groups
 

00:16:28.850 --> 00:16:31.360 align:start position:0%
other force is what are the key groups
and<00:16:29.240><c> we</c><00:16:29.810><c> can</c><00:16:29.930><c> supply</c><00:16:30.230><c> the</c><00:16:30.350><c> links</c><00:16:30.800><c> to</c><00:16:31.250><c> this</c>

00:16:31.360 --> 00:16:31.370 align:start position:0%
and we can supply the links to this
 

00:16:31.370 --> 00:16:33.850 align:start position:0%
and we can supply the links to this
video<00:16:31.610><c> all</c><00:16:32.330><c> right</c><00:16:32.510><c> but</c><00:16:32.720><c> you</c><00:16:33.200><c> know</c><00:16:33.320><c> what</c><00:16:33.710><c> are</c>

00:16:33.850 --> 00:16:33.860 align:start position:0%
video all right but you know what are
 

00:16:33.860 --> 00:16:36.370 align:start position:0%
video all right but you know what are
the<00:16:33.980><c> key</c><00:16:34.220><c> bodies</c><00:16:34.580><c> in</c><00:16:34.730><c> the</c><00:16:34.820><c> accademia</c><00:16:35.330><c> what</c><00:16:36.230><c> are</c>

00:16:36.370 --> 00:16:36.380 align:start position:0%
the key bodies in the accademia what are
 

00:16:36.380 --> 00:16:39.150 align:start position:0%
the key bodies in the accademia what are
the<00:16:36.530><c> key</c><00:16:36.740><c> body</c><00:16:36.980><c> is</c><00:16:37.130><c> he</c><00:16:37.250><c> kind</c><00:16:37.430><c> of</c><00:16:37.490><c> big</c><00:16:38.420><c> data</c>

00:16:39.150 --> 00:16:39.160 align:start position:0%
the key body is he kind of big data
 

00:16:39.160 --> 00:16:42.790 align:start position:0%
the key body is he kind of big data
genomics<00:16:40.160><c> that</c><00:16:40.880><c> you</c><00:16:41.150><c> think</c><00:16:41.900><c> it's</c><00:16:42.170><c> useful</c><00:16:42.770><c> for</c>

00:16:42.790 --> 00:16:42.800 align:start position:0%
genomics that you think it's useful for
 

00:16:42.800 --> 00:16:45.190 align:start position:0%
genomics that you think it's useful for
for<00:16:43.610><c> folks</c><00:16:43.790><c> to</c><00:16:43.910><c> follow</c><00:16:44.240><c> to</c><00:16:44.450><c> learn</c><00:16:44.900><c> more</c><00:16:45.170><c> about</c>

00:16:45.190 --> 00:16:45.200 align:start position:0%
for folks to follow to learn more about
 

00:16:45.200 --> 00:16:47.110 align:start position:0%
for folks to follow to learn more about
Brad<00:16:45.830><c> because</c><00:16:46.070><c> there</c><00:16:46.190><c> is</c><00:16:46.280><c> a</c><00:16:46.310><c> lot</c><00:16:46.550><c> of</c><00:16:46.580><c> Sanders</c>

00:16:47.110 --> 00:16:47.120 align:start position:0%
Brad because there is a lot of Sanders
 

00:16:47.120 --> 00:16:48.760 align:start position:0%
Brad because there is a lot of Sanders
where<00:16:47.360><c> this</c><00:16:47.540><c> knowledge</c><00:16:47.690><c> has</c><00:16:47.960><c> been</c><00:16:48.140><c> kept</c><00:16:48.350><c> a</c><00:16:48.530><c> lot</c>

00:16:48.760 --> 00:16:48.770 align:start position:0%
where this knowledge has been kept a lot
 

00:16:48.770 --> 00:16:51.070 align:start position:0%
where this knowledge has been kept a lot
of<00:16:48.950><c> different</c><00:16:49.390><c> organizations</c><00:16:50.390><c> and</c><00:16:50.990><c> companies</c>

00:16:51.070 --> 00:16:51.080 align:start position:0%
of different organizations and companies
 

00:16:51.080 --> 00:16:52.780 align:start position:0%
of different organizations and companies
which<00:16:51.470><c> basically</c><00:16:51.860><c> want</c><00:16:52.190><c> to</c><00:16:52.280><c> solve</c><00:16:52.700><c> these</c>

00:16:52.780 --> 00:16:52.790 align:start position:0%
which basically want to solve these
 

00:16:52.790 --> 00:16:54.850 align:start position:0%
which basically want to solve these
problems<00:16:52.910><c> sure</c><00:16:53.720><c> sure</c><00:16:54.080><c> well</c><00:16:54.350><c> you</c><00:16:54.440><c> know</c><00:16:54.560><c> there's</c>

00:16:54.850 --> 00:16:54.860 align:start position:0%
problems sure sure well you know there's
 

00:16:54.860 --> 00:16:57.250 align:start position:0%
problems sure sure well you know there's
a<00:16:54.950><c> there's</c><00:16:55.490><c> a</c><00:16:55.520><c> variety</c><00:16:56.000><c> of</c><00:16:56.030><c> variety</c><00:16:57.020><c> of</c><00:16:57.050><c> groups</c>

00:16:57.250 --> 00:16:57.260 align:start position:0%
a there's a variety of variety of groups
 

00:16:57.260 --> 00:16:58.570 align:start position:0%
a there's a variety of variety of groups
out<00:16:57.500><c> there</c><00:16:57.530><c> you</c><00:16:58.010><c> know</c><00:16:58.130><c> there's</c><00:16:58.370><c> there's</c>

00:16:58.570 --> 00:16:58.580 align:start position:0%
out there you know there's there's
 

00:16:58.580 --> 00:17:01.750 align:start position:0%
out there you know there's there's
obviously<00:16:59.060><c> our</c><00:16:59.330><c> our</c><00:16:59.930><c> kind</c><00:17:00.350><c> of</c><00:17:00.470><c> large</c><00:17:00.770><c> open</c>

00:17:01.750 --> 00:17:01.760 align:start position:0%
obviously our our kind of large open
 

00:17:01.760 --> 00:17:04.090 align:start position:0%
obviously our our kind of large open
source<00:17:02.000><c> group</c><00:17:02.360><c> yes</c><00:17:02.750><c> there's</c><00:17:03.320><c> also</c><00:17:03.500><c> a</c><00:17:03.650><c> similar</c>

00:17:04.090 --> 00:17:04.100 align:start position:0%
source group yes there's also a similar
 

00:17:04.100 --> 00:17:05.860 align:start position:0%
source group yes there's also a similar
open<00:17:04.430><c> source</c><00:17:04.700><c> effort</c><00:17:05.209><c> that's</c><00:17:05.390><c> coming</c><00:17:05.750><c> out</c><00:17:05.810><c> of</c>

00:17:05.860 --> 00:17:05.870 align:start position:0%
open source effort that's coming out of
 

00:17:05.870 --> 00:17:08.020 align:start position:0%
open source effort that's coming out of
the<00:17:06.170><c> genomics</c><00:17:06.680><c> England</c><00:17:07.070><c> project</c><00:17:07.640><c> this</c><00:17:07.850><c> is</c><00:17:08.000><c> a</c>

00:17:08.020 --> 00:17:08.030 align:start position:0%
the genomics England project this is a
 

00:17:08.030 --> 00:17:10.060 align:start position:0%
the genomics England project this is a
project<00:17:08.810><c> to</c><00:17:09.080><c> go</c><00:17:09.200><c> ahead</c><00:17:09.290><c> and</c><00:17:09.500><c> sequence</c><00:17:09.920><c> a</c>

00:17:10.060 --> 00:17:10.070 align:start position:0%
project to go ahead and sequence a
 

00:17:10.070 --> 00:17:11.530 align:start position:0%
project to go ahead and sequence a
hundred<00:17:10.400><c> thousand</c><00:17:10.880><c> people</c><00:17:10.910><c> in</c><00:17:11.300><c> the</c><00:17:11.390><c> UK</c>

00:17:11.530 --> 00:17:11.540 align:start position:0%
hundred thousand people in the UK
 

00:17:11.540 --> 00:17:14.590 align:start position:0%
hundred thousand people in the UK
they're<00:17:12.380><c> developing</c><00:17:12.860><c> a</c><00:17:13.010><c> similar</c><00:17:13.459><c> open</c><00:17:13.850><c> open</c>

00:17:14.590 --> 00:17:14.600 align:start position:0%
they're developing a similar open open
 

00:17:14.600 --> 00:17:18.070 align:start position:0%
they're developing a similar open open
source<00:17:14.870><c> stack</c><00:17:15.200><c> called</c><00:17:16.010><c> open</c><00:17:16.490><c> open</c><00:17:17.120><c> sea</c><00:17:17.330><c> be</c><00:17:17.540><c> so</c>

00:17:18.070 --> 00:17:18.080 align:start position:0%
source stack called open open sea be so
 

00:17:18.080 --> 00:17:19.570 align:start position:0%
source stack called open open sea be so
that's<00:17:18.290><c> that's</c><00:17:18.530><c> another</c><00:17:18.860><c> resource</c><00:17:19.310><c> for</c>

00:17:19.570 --> 00:17:19.580 align:start position:0%
that's that's another resource for
 

00:17:19.580 --> 00:17:22.780 align:start position:0%
that's that's another resource for
people<00:17:19.670><c> to</c><00:17:19.910><c> look</c><00:17:20.089><c> at</c><00:17:21.310><c> you</c><00:17:22.310><c> know</c><00:17:22.370><c> there's</c><00:17:22.730><c> a</c>

00:17:22.780 --> 00:17:22.790 align:start position:0%
people to look at you know there's a
 

00:17:22.790 --> 00:17:25.000 align:start position:0%
people to look at you know there's a
variety<00:17:23.150><c> of</c><00:17:23.450><c> other</c><00:17:23.720><c> places</c><00:17:24.080><c> you</c><00:17:24.620><c> know</c><00:17:24.709><c> there's</c>

00:17:25.000 --> 00:17:25.010 align:start position:0%
variety of other places you know there's
 

00:17:25.010 --> 00:17:27.250 align:start position:0%
variety of other places you know there's
it's<00:17:25.850><c> kind</c><00:17:26.060><c> of</c><00:17:26.120><c> hard</c><00:17:26.330><c> to</c><00:17:26.450><c> hard</c><00:17:26.870><c> to</c><00:17:27.050><c> say</c><00:17:27.230><c> a</c>

00:17:27.250 --> 00:17:27.260 align:start position:0%
it's kind of hard to hard to say a
 

00:17:27.260 --> 00:17:28.990 align:start position:0%
it's kind of hard to hard to say a
single<00:17:27.650><c> place</c><00:17:28.130><c> but</c><00:17:28.520><c> there's</c><00:17:28.700><c> a</c><00:17:28.760><c> lot</c><00:17:28.970><c> of</c>

00:17:28.990 --> 00:17:29.000 align:start position:0%
single place but there's a lot of
 

00:17:29.000 --> 00:17:31.390 align:start position:0%
single place but there's a lot of
interesting<00:17:29.870><c> a</c><00:17:30.290><c> lot</c><00:17:30.800><c> of</c><00:17:30.920><c> interesting</c>

00:17:31.390 --> 00:17:31.400 align:start position:0%
interesting a lot of interesting
 

00:17:31.400 --> 00:17:32.920 align:start position:0%
interesting a lot of interesting
discussion<00:17:31.910><c> on</c><00:17:32.030><c> the</c><00:17:32.210><c> privacy</c><00:17:32.660><c> and</c><00:17:32.780><c> data</c>

00:17:32.920 --> 00:17:32.930 align:start position:0%
discussion on the privacy and data
 

00:17:32.930 --> 00:17:34.720 align:start position:0%
discussion on the privacy and data
sharing<00:17:33.110><c> side</c><00:17:33.650><c> coming</c><00:17:34.010><c> out</c><00:17:34.190><c> of</c><00:17:34.250><c> the</c><00:17:34.400><c> Global</c>

00:17:34.720 --> 00:17:34.730 align:start position:0%
sharing side coming out of the Global
 

00:17:34.730 --> 00:17:37.110 align:start position:0%
sharing side coming out of the Global
Alliance<00:17:34.790><c> for</c><00:17:35.120><c> genomics</c><00:17:35.330><c> and</c><00:17:35.780><c> health</c><00:17:35.960><c> yes</c>

00:17:37.110 --> 00:17:37.120 align:start position:0%
Alliance for genomics and health yes
 

00:17:37.120 --> 00:17:40.730 align:start position:0%
Alliance for genomics and health yes
that's<00:17:38.120><c> that's</c><00:17:38.540><c> a</c><00:17:38.780><c> big</c><00:17:38.990><c> one</c><00:17:39.260><c> and</c><00:17:39.680><c> then</c>

00:17:40.730 --> 00:17:40.740 align:start position:0%
that's that's a big one and then
 

00:17:40.740 --> 00:17:42.590 align:start position:0%
that's that's a big one and then
you<00:17:40.950><c> know</c><00:17:41.040><c> the</c><00:17:41.340><c> one</c><00:17:41.910><c> of</c><00:17:42.000><c> the</c><00:17:42.090><c> wonderful</c><00:17:42.450><c> things</c>

00:17:42.590 --> 00:17:42.600 align:start position:0%
you know the one of the wonderful things
 

00:17:42.600 --> 00:17:44.900 align:start position:0%
you know the one of the wonderful things
with<00:17:43.050><c> with</c><00:17:43.710><c> the</c><00:17:43.740><c> field</c><00:17:44.130><c> of</c><00:17:44.280><c> genomics</c><00:17:44.520><c> is</c><00:17:44.790><c> that</c>

00:17:44.900 --> 00:17:44.910 align:start position:0%
with with the field of genomics is that
 

00:17:44.910 --> 00:17:46.610 align:start position:0%
with with the field of genomics is that
there's<00:17:45.090><c> so</c><00:17:45.240><c> many</c><00:17:45.390><c> so</c><00:17:45.960><c> many</c><00:17:45.990><c> great</c><00:17:46.320><c> people</c>

00:17:46.610 --> 00:17:46.620 align:start position:0%
there's so many so many great people
 

00:17:46.620 --> 00:17:49.130 align:start position:0%
there's so many so many great people
doing<00:17:47.160><c> such</c><00:17:47.850><c> valuable</c><00:17:48.330><c> work</c><00:17:48.690><c> that</c><00:17:48.840><c> it's</c><00:17:48.960><c> kind</c>

00:17:49.130 --> 00:17:49.140 align:start position:0%
doing such valuable work that it's kind
 

00:17:49.140 --> 00:17:50.510 align:start position:0%
doing such valuable work that it's kind
it's<00:17:49.230><c> kind</c><00:17:49.440><c> of</c><00:17:49.500><c> hard</c><00:17:49.710><c> to</c><00:17:49.800><c> point</c><00:17:50.040><c> to</c><00:17:50.250><c> little</c>

00:17:50.510 --> 00:17:50.520 align:start position:0%
it's kind of hard to point to little
 

00:17:50.520 --> 00:17:52.880 align:start position:0%
it's kind of hard to point to little
centers<00:17:50.880><c> of</c><00:17:51.030><c> excellence</c><00:17:51.210><c> yeah</c><00:17:51.690><c> but</c><00:17:52.650><c> you</c><00:17:52.770><c> know</c>

00:17:52.880 --> 00:17:52.890 align:start position:0%
centers of excellence yeah but you know
 

00:17:52.890 --> 00:17:56.090 align:start position:0%
centers of excellence yeah but you know
I<00:17:52.920><c> know</c><00:17:53.190><c> there's</c><00:17:53.490><c> a</c><00:17:53.550><c> there's</c><00:17:54.360><c> a</c><00:17:54.450><c> a</c><00:17:55.200><c> burgeoning</c>

00:17:56.090 --> 00:17:56.100 align:start position:0%
I know there's a there's a a burgeoning
 

00:17:56.100 --> 00:17:57.919 align:start position:0%
I know there's a there's a a burgeoning
community<00:17:56.700><c> that's</c><00:17:56.940><c> really</c><00:17:57.300><c> kind</c><00:17:57.510><c> of</c><00:17:57.600><c> coming</c>

00:17:57.919 --> 00:17:57.929 align:start position:0%
community that's really kind of coming
 

00:17:57.929 --> 00:18:00.730 align:start position:0%
community that's really kind of coming
up<00:17:58.050><c> in</c><00:17:58.230><c> the</c><00:17:58.380><c> in</c><00:17:58.620><c> the</c><00:17:58.890><c> open</c><00:17:59.400><c> source</c><00:17:59.730><c> and</c>

00:18:00.730 --> 00:18:00.740 align:start position:0%
up in the in the open source and
 

00:18:00.740 --> 00:18:03.799 align:start position:0%
up in the in the open source and
scalable<00:18:01.740><c> tools</c><00:18:02.010><c> for</c><00:18:02.340><c> genomics</c><00:18:02.790><c> world</c><00:18:03.090><c> so</c><00:18:03.780><c> I</c>

00:18:03.799 --> 00:18:03.809 align:start position:0%
scalable tools for genomics world so I
 

00:18:03.809 --> 00:18:05.810 align:start position:0%
scalable tools for genomics world so I
think<00:18:04.170><c> you'll</c><00:18:04.440><c> start</c><00:18:04.679><c> to</c><00:18:04.740><c> see</c><00:18:04.830><c> more</c><00:18:05.190><c> projects</c>

00:18:05.810 --> 00:18:05.820 align:start position:0%
think you'll start to see more projects
 

00:18:05.820 --> 00:18:07.790 align:start position:0%
think you'll start to see more projects
starting<00:18:06.179><c> to</c><00:18:06.390><c> starting</c><00:18:07.050><c> to</c><00:18:07.170><c> come</c><00:18:07.350><c> up</c><00:18:07.500><c> to</c><00:18:07.650><c> speed</c>

00:18:07.790 --> 00:18:07.800 align:start position:0%
starting to starting to come up to speed
 

00:18:07.800 --> 00:18:09.710 align:start position:0%
starting to starting to come up to speed
over<00:18:08.220><c> the</c><00:18:08.309><c> next</c><00:18:08.580><c> year</c><00:18:08.850><c> okay</c><00:18:09.330><c> so</c><00:18:09.450><c> looking</c>

00:18:09.710 --> 00:18:09.720 align:start position:0%
over the next year okay so looking
 

00:18:09.720 --> 00:18:11.390 align:start position:0%
over the next year okay so looking
forward<00:18:09.929><c> and</c><00:18:10.110><c> for</c><00:18:10.770><c> you</c><00:18:10.830><c> guys</c><00:18:10.950><c> will</c><00:18:11.130><c> have</c><00:18:11.250><c> more</c>

00:18:11.390 --> 00:18:11.400 align:start position:0%
forward and for you guys will have more
 

00:18:11.400 --> 00:18:13.070 align:start position:0%
forward and for you guys will have more
resources<00:18:11.520><c> that</c><00:18:12.120><c> the</c><00:18:12.480><c> new</c><00:18:12.600><c> committee</c><00:18:12.900><c> side</c>

00:18:13.070 --> 00:18:13.080 align:start position:0%
resources that the new committee side
 

00:18:13.080 --> 00:18:14.660 align:start position:0%
resources that the new committee side
called<00:18:13.290><c> open</c><00:18:13.559><c> genomics</c><00:18:13.980><c> at</c><00:18:14.130><c> i/o</c><00:18:14.280><c> which</c><00:18:14.490><c> were</c>

00:18:14.660 --> 00:18:14.670 align:start position:0%
called open genomics at i/o which were
 

00:18:14.670 --> 00:18:16.430 align:start position:0%
called open genomics at i/o which were
putting<00:18:14.910><c> together</c><00:18:15.030><c> to</c><00:18:15.900><c> aggregate</c><00:18:16.230><c> this</c>

00:18:16.430 --> 00:18:16.440 align:start position:0%
putting together to aggregate this
 

00:18:16.440 --> 00:18:18.590 align:start position:0%
putting together to aggregate this
resource<00:18:16.800><c> will</c><00:18:16.830><c> have</c><00:18:17.100><c> more</c><00:18:17.250><c> links</c><00:18:17.580><c> and</c><00:18:17.790><c> and</c>

00:18:18.590 --> 00:18:18.600 align:start position:0%
resource will have more links and and
 

00:18:18.600 --> 00:18:20.210 align:start position:0%
resource will have more links and and
will<00:18:18.780><c> definitely</c><00:18:19.350><c> follow</c><00:18:19.530><c> and</c><00:18:19.950><c> playoffs</c>

00:18:20.210 --> 00:18:20.220 align:start position:0%
will definitely follow and playoffs
 

00:18:20.220 --> 00:18:22.370 align:start position:0%
will definitely follow and playoffs
progress<00:18:20.429><c> and</c><00:18:20.910><c> you</c><00:18:21.330><c> know</c><00:18:21.450><c> hope</c><00:18:21.630><c> to</c><00:18:21.870><c> have</c><00:18:22.020><c> you</c>

00:18:22.370 --> 00:18:22.380 align:start position:0%
progress and you know hope to have you
 

00:18:22.380 --> 00:18:24.910 align:start position:0%
progress and you know hope to have you
know<00:18:22.500><c> Frank's</c><00:18:23.040><c> research</c><00:18:23.400><c> link</c><00:18:24.090><c> from</c><00:18:24.270><c> their</c>

00:18:24.910 --> 00:18:24.920 align:start position:0%
know Frank's research link from their
 

00:18:24.920 --> 00:18:28.070 align:start position:0%
know Frank's research link from their
past<00:18:25.920><c> present</c><00:18:26.670><c> and</c><00:18:26.790><c> future</c><00:18:26.820><c> and</c><00:18:27.330><c> looking</c>

00:18:28.070 --> 00:18:28.080 align:start position:0%
past present and future and looking
 

00:18:28.080 --> 00:18:29.840 align:start position:0%
past present and future and looking
forward<00:18:28.260><c> to</c><00:18:28.530><c> your</c><00:18:28.679><c> talk</c><00:18:28.830><c> today</c><00:18:28.950><c> great</c><00:18:29.580><c> well</c>

00:18:29.840 --> 00:18:29.850 align:start position:0%
forward to your talk today great well
 

00:18:29.850 --> 00:18:33.050 align:start position:0%
forward to your talk today great well
thank<00:18:30.000><c> you</c><00:18:30.090><c> for</c><00:18:30.150><c> having</c><00:18:30.360><c> me</c><00:18:30.510><c> thanks</c><00:18:30.929><c> right</c>