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hello<00:00:16.450><c> everybody</c><00:00:16.660><c> I'm</c><00:00:16.990><c> Alexa</c><00:00:17.439><c> crabber</c><00:00:17.770><c> for</c>

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hello everybody I'm Alexa crabber for
 

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hello everybody I'm Alexa crabber for
the<00:00:18.010><c> organizer</c><00:00:18.460><c> of</c><00:00:18.760><c> SF</c><00:00:19.210><c> spark</c><00:00:19.480><c> and</c><00:00:19.630><c> France</c><00:00:19.840><c> and</c>

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the organizer of SF spark and France and
 

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the organizer of SF spark and France and
here<00:00:20.920><c> we</c><00:00:21.100><c> are</c><00:00:21.190><c> on</c><00:00:21.340><c> location</c><00:00:21.490><c> a</c><00:00:21.910><c> chartboost</c><00:00:22.360><c> for</c>

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here we are on location a chartboost for
 

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here we are on location a chartboost for
a<00:00:22.779><c> very</c><00:00:23.020><c> special</c><00:00:23.289><c> meet</c><00:00:23.830><c> up</c><00:00:23.980><c> on</c><00:00:24.330><c> open</c><00:00:25.330><c> genomics</c>

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a very special meet up on open genomics
 

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a very special meet up on open genomics
it's<00:00:26.199><c> called</c><00:00:26.380><c> scala</c><00:00:26.710><c> and</c><00:00:26.920><c> spark</c><00:00:27.340><c> for</c><00:00:27.580><c> good</c>

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it's called scala and spark for good
 

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it's called scala and spark for good
open<00:00:28.510><c> genomics</c><00:00:29.460><c> mobilizing</c><00:00:30.460><c> open</c><00:00:30.670><c> source</c>

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open genomics mobilizing open source
 

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open genomics mobilizing open source
developers<00:00:31.349><c> to</c><00:00:32.349><c> work</c><00:00:32.559><c> in</c><00:00:32.739><c> cancer</c><00:00:33.129><c> research</c>

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developers to work in cancer research
 

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developers to work in cancer research
together<00:00:33.699><c> and</c><00:00:34.379><c> here</c><00:00:35.379><c> was</c><00:00:35.559><c> who</c><00:00:35.710><c> have</c><00:00:35.920><c> johnson</c>

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together and here was who have johnson
 

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together and here was who have johnson
john<00:00:36.760><c> from</c><00:00:37.750><c> driver</c><00:00:38.019><c> genomics</c><00:00:38.769><c> he's</c><00:00:39.729><c> one</c><00:00:39.909><c> of</c>

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john from driver genomics he's one of
 

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john from driver genomics he's one of
the<00:00:40.180><c> folks</c><00:00:40.390><c> who</c><00:00:40.629><c> actually</c><00:00:40.960><c> introduce</c><00:00:41.470><c> our</c>

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the folks who actually introduce our
 

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the folks who actually introduce our
community<00:00:42.159><c> to</c><00:00:42.280><c> the</c><00:00:42.400><c> field</c><00:00:42.640><c> they</c><00:00:43.360><c> are</c><00:00:43.440><c> heavy</c>

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community to the field they are heavy
 

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community to the field they are heavy
users<00:00:44.530><c> of</c><00:00:44.979><c> Scarlett's</c><00:00:45.309><c> Park</c><00:00:45.400><c> and</c><00:00:45.729><c> I</c><00:00:45.790><c> let</c><00:00:46.049><c> John</c>

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users of Scarlett's Park and I let John
 

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users of Scarlett's Park and I let John
introduced<00:00:47.440><c> himself</c><00:00:47.620><c> and</c><00:00:47.920><c> talk</c><00:00:48.070><c> a</c><00:00:48.100><c> little</c><00:00:48.309><c> bit</c>

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introduced himself and talk a little bit
 

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introduced himself and talk a little bit
more<00:00:48.699><c> about</c><00:00:48.909><c> it</c><00:00:49.290><c> thank</c><00:00:50.290><c> all</c><00:00:50.379><c> I</c><00:00:50.530><c> see</c><00:00:50.710><c> ya</c><00:00:51.339><c> so</c><00:00:51.820><c> I</c>

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more about it thank all I see ya so I
 

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more about it thank all I see ya so I
work<00:00:52.659><c> at</c><00:00:52.780><c> a</c><00:00:52.809><c> company</c><00:00:52.960><c> called</c><00:00:53.170><c> driver</c><00:00:53.559><c> group</c><00:00:53.860><c> I</c>

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work at a company called driver group I
 

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work at a company called driver group I
was<00:00:54.610><c> one</c><00:00:54.760><c> of</c><00:00:54.850><c> the</c><00:00:54.909><c> co-founders</c><00:00:55.979><c> we</c><00:00:56.979><c> are</c>

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was one of the co-founders we are
 

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was one of the co-founders we are
currently<00:00:57.729><c> using</c><00:00:58.360><c> spark</c><00:00:58.780><c> and</c><00:00:59.159><c> in</c><00:01:00.159><c> Scala</c><00:01:00.670><c> to</c><00:01:01.470><c> to</c>

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currently using spark and in Scala to to
 

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currently using spark and in Scala to to
start<00:01:02.680><c> looking</c><00:01:02.949><c> at</c><00:01:03.070><c> mutations</c><00:01:03.640><c> and</c><00:01:04.530><c> in</c><00:01:05.530><c> in</c>

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start looking at mutations and in in
 

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start looking at mutations and in in
giant<00:01:06.340><c> data</c><00:01:06.970><c> cancer</c><00:01:07.420><c> samples</c><00:01:07.810><c> and</c><00:01:08.320><c> so</c>

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giant data cancer samples and so
 

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giant data cancer samples and so
basically<00:01:08.890><c> what</c><00:01:09.340><c> we</c><00:01:09.430><c> do</c><00:01:09.579><c> is</c><00:01:09.609><c> we</c><00:01:09.880><c> collect</c><00:01:10.299><c> we</c>

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basically what we do is we collect we
 

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basically what we do is we collect we
collect<00:01:11.409><c> samples</c><00:01:11.859><c> from</c><00:01:12.009><c> a</c><00:01:12.130><c> tumor</c><00:01:12.490><c> and</c><00:01:12.729><c> a</c>

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collect samples from a tumor and a
 

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collect samples from a tumor and a
normal<00:01:13.119><c> from</c><00:01:13.359><c> a</c><00:01:13.479><c> cancer</c><00:01:13.659><c> patient</c><00:01:13.810><c> and</c><00:01:14.640><c> and</c><00:01:15.640><c> we</c>

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normal from a cancer patient and and we
 

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normal from a cancer patient and and we
do<00:01:16.000><c> a</c><00:01:16.030><c> comparative</c><00:01:16.659><c> analysis</c><00:01:16.930><c> of</c><00:01:17.409><c> those</c><00:01:17.560><c> two</c>

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do a comparative analysis of those two
 

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do a comparative analysis of those two
samples<00:01:18.250><c> and</c><00:01:18.490><c> with</c><00:01:19.000><c> that</c><00:01:19.240><c> we</c><00:01:19.450><c> produce</c><00:01:19.689><c> a</c><00:01:20.049><c> free</c>

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samples and with that we produce a free
 

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samples and with that we produce a free
report<00:01:20.890><c> that</c><00:01:21.369><c> recommends</c><00:01:21.969><c> basically</c><00:01:22.840><c> which</c>

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report that recommends basically which
 

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report that recommends basically which
kinds<00:01:23.469><c> of</c><00:01:23.560><c> drugs</c><00:01:23.799><c> those</c><00:01:24.159><c> patients</c><00:01:24.609><c> should</c><00:01:24.729><c> go</c>

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kinds of drugs those patients should go
 

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kinds of drugs those patients should go
on<00:01:25.350><c> and</c><00:01:26.350><c> what</c><00:01:26.619><c> our</c><00:01:26.740><c> company</c><00:01:26.890><c> is</c><00:01:27.159><c> doing</c><00:01:27.340><c> is</c><00:01:27.549><c> just</c>

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on and what our company is doing is just
 

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on and what our company is doing is just
giving<00:01:28.030><c> these</c><00:01:28.270><c> reports</c><00:01:28.810><c> away</c><00:01:29.020><c> for</c><00:01:29.259><c> free</c><00:01:29.590><c> in</c>

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giving these reports away for free in
 

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giving these reports away for free in
exchange<00:01:30.670><c> for</c><00:01:31.179><c> data</c><00:01:31.390><c> and</c><00:01:31.659><c> we're</c><00:01:32.320><c> building</c><00:01:32.619><c> up</c>

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exchange for data and we're building up
 

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exchange for data and we're building up
this<00:01:32.859><c> data</c><00:01:33.130><c> and</c><00:01:33.280><c> working</c><00:01:34.119><c> on</c><00:01:34.359><c> identifying</c>

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this data and working on identifying
 

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this data and working on identifying
drugs<00:01:36.100><c> that</c><00:01:36.399><c> will</c><00:01:36.490><c> hopefully</c><00:01:36.700><c> help</c><00:01:37.119><c> these</c>

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drugs that will hopefully help these
 

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drugs that will hopefully help these
patients<00:01:37.539><c> in</c><00:01:38.340><c> in</c><00:01:39.340><c> ways</c><00:01:39.579><c> that</c><00:01:39.609><c> they're</c><00:01:39.969><c> not</c>

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patients in in ways that they're not
 

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patients in in ways that they're not
currently<00:01:40.719><c> getting</c><00:01:40.840><c> help</c><00:01:41.350><c> so</c><00:01:42.249><c> we're</c><00:01:42.729><c> starting</c>

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currently getting help so we're starting
 

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currently getting help so we're starting
off<00:01:43.210><c> with</c><00:01:43.390><c> the</c><00:01:43.630><c> with</c><00:01:44.020><c> stage</c><00:01:44.469><c> 4</c><00:01:44.710><c> lung</c><00:01:44.740><c> cancer</c>

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off with the with stage 4 lung cancer
 

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off with the with stage 4 lung cancer
and<00:01:45.429><c> we</c><00:01:46.030><c> plan</c><00:01:46.299><c> and</c><00:01:46.479><c> moving</c><00:01:46.719><c> into</c><00:01:46.840><c> other</c><00:01:47.049><c> tumor</c>

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and we plan and moving into other tumor
 

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and we plan and moving into other tumor
types<00:01:47.439><c> afterwards</c><00:01:48.159><c> so</c><00:01:49.149><c> what</c><00:01:49.929><c> made</c><00:01:50.319><c> you</c><00:01:50.700><c> settle</c>

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types afterwards so what made you settle
 

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types afterwards so what made you settle
on<00:01:51.850><c> skull</c><00:01:52.240><c> and</c><00:01:52.390><c> spark</c><00:01:52.719><c> as</c><00:01:53.020><c> your</c><00:01:53.229><c> developments</c>

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on skull and spark as your developments
 

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on skull and spark as your developments
tech<00:01:54.189><c> yeah</c><00:01:54.670><c> so</c><00:01:55.390><c> you</c><00:01:55.840><c> know</c><00:01:55.929><c> a</c><00:01:55.960><c> big</c><00:01:56.289><c> part</c><00:01:56.619><c> of</c><00:01:56.679><c> it</c>

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tech yeah so you know a big part of it
 

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tech yeah so you know a big part of it
was<00:01:57.149><c> was</c><00:01:58.149><c> the</c><00:01:58.299><c> community</c><00:01:59.219><c> just</c><00:02:00.219><c> seeing</c><00:02:00.700><c> a</c><00:02:00.819><c> lot</c>

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was was the community just seeing a lot
 

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was was the community just seeing a lot
of<00:02:01.569><c> a</c><00:02:02.079><c> lot</c><00:02:02.289><c> of</c><00:02:02.409><c> interests</c><00:02:02.889><c> in</c><00:02:03.009><c> it</c><00:02:03.130><c> and</c><00:02:03.310><c> a</c><00:02:03.399><c> lot</c><00:02:03.579><c> of</c>

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of a lot of interests in it and a lot of
 

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of a lot of interests in it and a lot of
a<00:02:04.119><c> lot</c><00:02:04.389><c> of</c><00:02:04.479><c> development</c><00:02:05.020><c> it</c><00:02:05.139><c> seemed</c><00:02:05.799><c> like</c><00:02:06.479><c> seem</c>

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a lot of development it seemed like seem
 

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a lot of development it seemed like seem
like<00:02:07.600><c> there's</c><00:02:07.780><c> a</c><00:02:07.840><c> lot</c><00:02:07.990><c> of</c><00:02:08.050><c> building</c><00:02:08.500><c> momentum</c>

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like there's a lot of building momentum
 

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like there's a lot of building momentum
another<00:02:10.240><c> aspect</c><00:02:10.450><c> was</c><00:02:10.840><c> the</c><00:02:11.020><c> type</c><00:02:11.230><c> safety</c><00:02:11.470><c> so</c>

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another aspect was the type safety so
 

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another aspect was the type safety so
specifically<00:02:12.640><c> in</c><00:02:12.909><c> our</c><00:02:13.030><c> in</c><00:02:13.510><c> our</c><00:02:13.629><c> report</c>

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specifically in our in our report
 

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specifically in our in our report
generation<00:02:14.440><c> it's</c><00:02:15.280><c> really</c><00:02:15.580><c> important</c><00:02:16.060><c> that</c><00:02:16.120><c> we</c>

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generation it's really important that we
 

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generation it's really important that we
don't<00:02:16.480><c> make</c><00:02:16.659><c> any</c><00:02:16.810><c> mistakes</c><00:02:17.230><c> when</c><00:02:17.409><c> it</c><00:02:17.530><c> comes</c>

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don't make any mistakes when it comes
 

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don't make any mistakes when it comes
to<00:02:18.090><c> you</c><00:02:19.090><c> know</c><00:02:19.180><c> the</c><00:02:19.300><c> different</c><00:02:19.569><c> kinds</c><00:02:19.810><c> of</c>

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to you know the different kinds of
 

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to you know the different kinds of
identifiers<00:02:20.379><c> zwi</c><00:02:20.650><c> have</c><00:02:20.830><c> we</c><00:02:21.040><c> definitely</c><00:02:21.550><c> don't</c>

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identifiers zwi have we definitely don't
 

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identifiers zwi have we definitely don't
want<00:02:21.879><c> to</c><00:02:22.030><c> you</c><00:02:22.510><c> know</c><00:02:22.629><c> mix</c><00:02:22.870><c> up</c><00:02:23.080><c> the</c><00:02:23.550><c> the</c><00:02:24.550><c> case</c>

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want to you know mix up the the case
 

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want to you know mix up the the case
identifiers<00:02:25.959><c> with</c><00:02:26.170><c> the</c><00:02:26.290><c> patient</c><00:02:26.680><c> identifiers</c>

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identifiers with the patient identifiers
 

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identifiers with the patient identifiers
and<00:02:27.340><c> accidentally</c><00:02:27.760><c> give</c><00:02:27.879><c> the</c><00:02:28.000><c> wrong</c><00:02:28.150><c> report</c>

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and accidentally give the wrong report
 

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and accidentally give the wrong report
to<00:02:28.690><c> the</c><00:02:28.780><c> wrong</c><00:02:28.930><c> person</c><00:02:29.140><c> so</c><00:02:30.010><c> having</c><00:02:30.280><c> that</c><00:02:30.400><c> kind</c>

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to the wrong person so having that kind
 

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to the wrong person so having that kind
of<00:02:30.849><c> you</c><00:02:31.120><c> know</c><00:02:31.150><c> built-in</c><00:02:31.690><c> type</c><00:02:31.989><c> safety</c><00:02:32.260><c> all</c><00:02:32.620><c> the</c>

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of you know built-in type safety all the
 

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of you know built-in type safety all the
way<00:02:32.830><c> down</c><00:02:33.099><c> really</c><00:02:33.790><c> gave</c><00:02:34.090><c> us</c><00:02:34.120><c> a</c><00:02:34.810><c> lot</c><00:02:35.200><c> more</c>

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way down really gave us a lot more
 

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way down really gave us a lot more
confidence<00:02:35.980><c> in</c><00:02:36.459><c> what</c><00:02:36.730><c> we</c><00:02:36.849><c> were</c><00:02:36.940><c> producing</c>

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confidence in what we were producing
 

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confidence in what we were producing
this<00:02:37.810><c> is</c><00:02:37.930><c> interesting</c><00:02:38.290><c> that</c><00:02:38.319><c> reminds</c><00:02:38.620><c> me</c><00:02:38.739><c> know</c>

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this is interesting that reminds me know
 

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this is interesting that reminds me know
so<00:02:39.519><c> kaiser</c><00:02:39.790><c> Health</c><00:02:40.660><c> System</c><00:02:41.080><c> right</c><00:02:41.230><c> before</c><00:02:41.530><c> the</c>

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so kaiser Health System right before the
 

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so kaiser Health System right before the
dispensing<00:02:42.040><c> a</c><00:02:42.130><c> drug</c><00:02:42.340><c> then</c><00:02:42.519><c> to</c><00:02:42.700><c> scan</c><00:02:42.970><c> your</c>

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dispensing a drug then to scan your
 

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dispensing a drug then to scan your
wrist<00:02:43.660><c> bands</c><00:02:43.930><c> this</c><00:02:44.290><c> is</c><00:02:44.440><c> almost</c><00:02:44.769><c> implementing</c>

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wrist bands this is almost implementing
 

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wrist bands this is almost implementing
this<00:02:45.880><c> in</c><00:02:45.940><c> software</c><00:02:46.360><c> like</c><00:02:46.720><c> using</c><00:02:46.930><c> the</c><00:02:47.110><c> type</c>

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this in software like using the type
 

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this in software like using the type
system<00:02:47.470><c> to</c><00:02:47.890><c> keep</c><00:02:48.069><c> track</c><00:02:48.370><c> that</c><00:02:49.000><c> you're</c><00:02:49.150><c> not</c>

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system to keep track that you're not
 

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system to keep track that you're not
mixing<00:02:49.720><c> our</c><00:02:49.870><c> patients</c><00:02:50.860><c> exactly</c><00:02:51.610><c> days</c><00:02:51.940><c> I</c><00:02:51.970><c> wish</c>

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mixing our patients exactly days I wish
 

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mixing our patients exactly days I wish
which<00:02:52.420><c> is</c><00:02:52.540><c> this</c><00:02:53.410><c> isn't</c><00:02:53.680><c> a</c><00:02:53.830><c> kind</c><00:02:54.310><c> of</c><00:02:54.370><c> an</c>

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which is this isn't a kind of an
 

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which is this isn't a kind of an
interesting<00:02:54.880><c> angle</c><00:02:55.180><c> about</c><00:02:55.690><c> the</c><00:02:56.019><c> type</c><00:02:56.200><c> safety</c>

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interesting angle about the type safety
 

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interesting angle about the type safety
which<00:02:56.739><c> is</c><00:02:57.000><c> which</c><00:02:58.000><c> is</c><00:02:58.120><c> I</c><00:02:58.209><c> think</c><00:02:58.239><c> it's</c><00:02:58.450><c> a</c><00:02:58.510><c> great</c>

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which is which is I think it's a great
 

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which is which is I think it's a great
application<00:02:59.319><c> of</c><00:02:59.769><c> type</c><00:02:59.920><c> safety</c><00:03:00.150><c> so</c><00:03:01.150><c> but</c><00:03:01.480><c> above</c>

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application of type safety so but above
 

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application of type safety so but above
all<00:03:02.110><c> the</c><00:03:02.349><c> data</c><00:03:02.590><c> size</c><00:03:02.860><c> and</c><00:03:03.160><c> speed</c><00:03:03.340><c> why</c><00:03:03.519><c> don't</c>

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all the data size and speed why don't
 

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all the data size and speed why don't
you<00:03:03.910><c> do</c><00:03:04.299><c> it</c><00:03:04.329><c> all</c><00:03:04.480><c> in</c><00:03:04.599><c> Perl</c><00:03:04.810><c> right</c><00:03:05.140><c> like</c><00:03:05.290><c> there</c>

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you do it all in Perl right like there
 

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you do it all in Perl right like there
is<00:03:05.560><c> there</c><00:03:06.099><c> are</c><00:03:06.220><c> books</c><00:03:06.370><c> in</c><00:03:06.519><c> our</c><00:03:06.579><c> offer</c><00:03:06.970><c> by</c>

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is there are books in our offer by
 

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is there are books in our offer by
scientist<00:03:07.569><c> and</c><00:03:07.720><c> Python</c><00:03:08.019><c> what</c><00:03:08.620><c> you</c><00:03:08.860><c> know</c>

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scientist and Python what you know
 

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scientist and Python what you know
technologically<00:03:10.329><c> is</c><00:03:10.390><c> different</c><00:03:10.720><c> about</c>

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technologically is different about
 

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technologically is different about
scotland's<00:03:11.319><c> parkash</c><00:03:11.650><c> makes</c><00:03:11.890><c> it</c><00:03:12.040><c> easier</c><00:03:12.610><c> for</c>

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scotland's parkash makes it easier for
 

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scotland's parkash makes it easier for
you<00:03:12.790><c> guys</c><00:03:12.819><c> to</c><00:03:13.060><c> use</c><00:03:13.180><c> them</c><00:03:13.360><c> mm-hmm</c><00:03:13.959><c> what</c><00:03:14.590><c> I</c>

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you guys to use them mm-hmm what I
 

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you guys to use them mm-hmm what I
really<00:03:14.950><c> like</c><00:03:15.130><c> so</c><00:03:15.400><c> let's</c><00:03:15.700><c> say</c><00:03:15.849><c> we're</c><00:03:16.030><c> going</c><00:03:16.150><c> to</c>

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really like so let's say we're going to
 

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really like so let's say we're going to
do<00:03:16.360><c> this</c><00:03:16.540><c> all</c><00:03:16.720><c> in</c><00:03:16.750><c> Perl</c><00:03:17.099><c> it</c><00:03:18.099><c> would</c><00:03:18.220><c> be</c><00:03:18.340><c> an</c>

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do this all in Perl it would be an
 

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do this all in Perl it would be an
extremely<00:03:18.849><c> manual</c><00:03:19.360><c> process</c><00:03:19.900><c> you</c><00:03:20.110><c> know</c><00:03:20.200><c> you'd</c>

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extremely manual process you know you'd
 

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extremely manual process you know you'd
be<00:03:20.410><c> defining</c><00:03:20.950><c> exactly</c><00:03:21.610><c> where</c><00:03:22.209><c> you</c><00:03:22.269><c> split</c><00:03:22.569><c> up</c>

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be defining exactly where you split up
 

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be defining exactly where you split up
the<00:03:22.780><c> code</c><00:03:23.019><c> exactly</c><00:03:23.590><c> how</c><00:03:23.859><c> you</c><00:03:24.000><c> paralyze</c><00:03:25.000><c> how</c>

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the code exactly how you paralyze how
 

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the code exactly how you paralyze how
you<00:03:25.810><c> move</c><00:03:26.049><c> the</c><00:03:26.200><c> data</c><00:03:26.410><c> back</c><00:03:26.680><c> and</c><00:03:26.709><c> forth</c><00:03:26.950><c> you</c>

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you move the data back and forth you
 

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you move the data back and forth you
basically<00:03:28.000><c> be</c><00:03:28.359><c> doing</c><00:03:28.630><c> all</c><00:03:28.840><c> that</c><00:03:28.989><c> really</c>

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basically be doing all that really
 

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basically be doing all that really
low-level<00:03:29.590><c> work</c><00:03:30.130><c> yourself</c><00:03:30.639><c> and</c><00:03:31.630><c> on</c><00:03:31.750><c> top</c><00:03:31.930><c> of</c>

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low-level work yourself and on top of
 

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low-level work yourself and on top of
that<00:03:32.139><c> pearls</c><00:03:32.470><c> kind</c><00:03:32.709><c> of</c><00:03:32.799><c> slow</c><00:03:33.040><c> to</c><00:03:33.430><c> be</c><00:03:33.549><c> honest</c><00:03:33.880><c> so</c>

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that pearls kind of slow to be honest so
 

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that pearls kind of slow to be honest so
the<00:03:35.260><c> fact</c><00:03:35.500><c> that</c><00:03:35.590><c> Scala</c><00:03:36.010><c> itself</c><00:03:36.519><c> was</c><00:03:36.700><c> a</c><00:03:36.730><c> fairly</c>

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the fact that Scala itself was a fairly
 

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the fact that Scala itself was a fairly
fast<00:03:37.450><c> compiled</c><00:03:38.019><c> language</c><00:03:38.790><c> and</c><00:03:39.790><c> it</c><00:03:40.600><c> would</c><00:03:40.780><c> do</c>

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fast compiled language and it would do
 

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fast compiled language and it would do
you<00:03:41.769><c> know</c><00:03:41.889><c> with</c><00:03:42.069><c> spark</c><00:03:42.459><c> it</c><00:03:42.609><c> would</c><00:03:42.730><c> do</c><00:03:42.850><c> a</c><00:03:42.880><c> lot</c><00:03:43.000><c> of</c>

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you know with spark it would do a lot of
 

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you know with spark it would do a lot of
this<00:03:43.359><c> parallelization</c><00:03:44.109><c> and</c><00:03:44.500><c> distributive</c>

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this parallelization and distributive
 

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this parallelization and distributive
processing<00:03:45.730><c> for</c><00:03:46.060><c> you</c><00:03:46.380><c> it</c><00:03:47.380><c> was</c><00:03:47.530><c> incredibly</c>

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processing for you it was incredibly
 

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processing for you it was incredibly
incredibly<00:03:49.389><c> attractive</c><00:03:49.989><c> so</c><00:03:50.680><c> yeah</c><00:03:51.459><c> so</c><00:03:52.030><c> spark</c>

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incredibly attractive so yeah so spark
 

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incredibly attractive so yeah so spark
is<00:03:52.480><c> basically</c><00:03:53.049><c> an</c><00:03:53.829><c> easy</c><00:03:54.310><c> way</c><00:03:54.549><c> to</c><00:03:54.579><c> paralyze</c>

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is basically an easy way to paralyze
 

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is basically an easy way to paralyze
computation<00:03:55.780><c> mm-hmm</c><00:03:56.350><c> exactly</c><00:03:57.420><c> right</c><00:03:58.420><c> so</c><00:03:58.870><c> can</c>

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computation mm-hmm exactly right so can
 

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computation mm-hmm exactly right so can
you<00:03:59.139><c> tell</c><00:03:59.530><c> us</c><00:03:59.560><c> a</c><00:03:59.709><c> little</c><00:03:59.799><c> bit</c><00:04:00.040><c> about</c><00:04:00.370><c> yourself</c>

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you tell us a little bit about yourself
 

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you tell us a little bit about yourself
and<00:04:01.150><c> how</c><00:04:01.209><c> did</c><00:04:01.690><c> you</c><00:04:01.720><c> basically</c><00:04:02.380><c> come</c><00:04:02.709><c> to</c><00:04:03.069><c> a</c>

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and how did you basically come to a
 

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and how did you basically come to a
local<00:04:03.940><c> found</c><00:04:04.120><c> driver</c><00:04:04.359><c> what</c><00:04:05.549><c> are</c><00:04:06.549><c> you</c>

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local found driver what are you
 

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local found driver what are you
primarily<00:04:06.940><c> biologists</c><00:04:07.780><c> a</c><00:04:07.840><c> computer</c>

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primarily biologists a computer
 

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primarily biologists a computer
scientist<00:04:08.590><c> how</c><00:04:08.709><c> do</c><00:04:08.769><c> you</c><00:04:09.040><c> you</c><00:04:09.519><c> know</c><00:04:09.549><c> see</c><00:04:09.670><c> the</c>

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scientist how do you you know see the
 

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scientist how do you you know see the
fusion<00:04:10.480><c> of</c><00:04:10.569><c> these</c><00:04:10.750><c> two</c><00:04:11.079><c> tracks</c><00:04:11.590><c> well</c><00:04:12.430><c> i</c><00:04:12.880><c> would</c>

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fusion of these two tracks well i would
 

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fusion of these two tracks well i would
say<00:04:13.209><c> in</c><00:04:13.510><c> academia</c><00:04:13.989><c> this</c><00:04:14.560><c> fusion</c><00:04:14.889><c> is</c><00:04:15.190><c> starting</c>

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say in academia this fusion is starting
 

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say in academia this fusion is starting
to<00:04:15.880><c> become</c><00:04:16.479><c> pretty</c><00:04:16.840><c> mainstream</c><00:04:17.049><c> so</c><00:04:18.329><c> there</c><00:04:19.329><c> are</c>

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to become pretty mainstream so there are
 

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to become pretty mainstream so there are
a<00:04:19.510><c> lot</c><00:04:19.630><c> of</c><00:04:19.660><c> programs</c><00:04:20.109><c> out</c><00:04:20.320><c> there</c><00:04:20.560><c> that</c><00:04:20.590><c> that</c>

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a lot of programs out there that that
 

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a lot of programs out there that that
merge<00:04:21.459><c> the</c><00:04:21.760><c> two</c><00:04:22.289><c> about</c><00:04:23.289><c> fifty</c><00:04:23.710><c> percent</c><00:04:23.740><c> of</c><00:04:24.130><c> the</c>

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merge the two about fifty percent of the
 

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merge the two about fifty percent of the
time<00:04:24.340><c> you're</c><00:04:24.550><c> doing</c><00:04:24.610><c> biology</c><00:04:24.880><c> fifty</c><00:04:25.570><c> percent</c>

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time you're doing biology fifty percent
 

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time you're doing biology fifty percent
of<00:04:25.960><c> the</c><00:04:26.050><c> time</c><00:04:26.169><c> you're</c><00:04:26.349><c> doing</c><00:04:26.560><c> computer</c>

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of the time you're doing computer
 

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of the time you're doing computer
science<00:04:27.630><c> actually</c><00:04:28.630><c> that's</c><00:04:28.810><c> what</c><00:04:28.930><c> i</c><00:04:28.990><c> did</c><00:04:29.169><c> with</c>

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science actually that's what i did with
 

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science actually that's what i did with
my<00:04:29.320><c> undergrad</c>

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my undergrad
 

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my undergrad
I<00:04:31.160><c> majored</c><00:04:32.160><c> in</c><00:04:32.250><c> computer</c><00:04:32.460><c> science</c><00:04:33.090><c> and</c>

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I majored in computer science and
 

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I majored in computer science and
minored<00:04:33.539><c> in</c><00:04:33.600><c> biology</c><00:04:33.960><c> uh-huh</c><00:04:34.500><c> I</c><00:04:34.770><c> discovered</c>

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minored in biology uh-huh I discovered
 

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minored in biology uh-huh I discovered
that<00:04:35.400><c> you</c><00:04:36.150><c> know</c><00:04:36.630><c> solving</c><00:04:37.289><c> these</c><00:04:37.380><c> kind</c><00:04:37.740><c> of</c>

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that you know solving these kind of
 

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that you know solving these kind of
biological<00:04:38.070><c> problems</c><00:04:39.030><c> using</c><00:04:39.240><c> computers</c><00:04:39.900><c> was</c>

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biological problems using computers was
 

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biological problems using computers was
just<00:04:40.289><c> really</c><00:04:40.910><c> really</c><00:04:41.910><c> interesting</c><00:04:42.509><c> to</c><00:04:42.630><c> me</c><00:04:42.780><c> you</c>

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just really really interesting to me you
 

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just really really interesting to me you
know<00:04:43.380><c> i</c><00:04:43.410><c> think</c><00:04:43.740><c> we</c><00:04:44.160><c> had</c><00:04:44.310><c> this</c><00:04:44.430><c> nice</c><00:04:44.639><c> project</c>

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know i think we had this nice project
 

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know i think we had this nice project
where<00:04:45.449><c> I</c><00:04:45.720><c> was</c><00:04:46.169><c> looking</c><00:04:46.530><c> at</c><00:04:46.880><c> HIV</c><00:04:47.880><c> data</c><00:04:48.090><c> at</c>

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where I was looking at HIV data at
 

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where I was looking at HIV data at
mutations<00:04:49.259><c> in</c><00:04:49.500><c> HIV</c><00:04:50.310><c> patients</c><00:04:50.850><c> and</c><00:04:51.030><c> I</c><00:04:51.419><c> was</c><00:04:51.539><c> able</c>

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mutations in HIV patients and I was able
 

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mutations in HIV patients and I was able
to<00:04:51.870><c> quickly</c><00:04:52.110><c> find</c><00:04:52.470><c> that</c><00:04:52.860><c> certain</c><00:04:53.660><c> mutations</c>

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to quickly find that certain mutations
 

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to quickly find that certain mutations
resulted<00:04:55.620><c> in</c><00:04:55.889><c> in</c><00:04:56.460><c> patients</c><00:04:56.880><c> having</c><00:04:57.060><c> lower</c><00:04:57.330><c> cd4</c>

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resulted in in patients having lower cd4
 

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resulted in in patients having lower cd4
t-cell<00:04:58.320><c> counts</c><00:04:58.680><c> and</c><00:04:58.860><c> that</c><00:04:59.520><c> was</c><00:04:59.699><c> like</c><00:04:59.880><c> just</c><00:05:00.180><c> a</c>

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t-cell counts and that was like just a
 

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t-cell counts and that was like just a
really<00:05:00.600><c> interesting</c><00:05:00.870><c> thing</c><00:05:01.289><c> that</c><00:05:01.440><c> you</c><00:05:01.500><c> could</c>

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really interesting thing that you could
 

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really interesting thing that you could
find<00:05:01.919><c> just</c><00:05:02.789><c> by</c><00:05:02.910><c> looking</c><00:05:03.360><c> at</c><00:05:03.570><c> this</c><00:05:03.750><c> data</c><00:05:03.990><c> that</c>

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find just by looking at this data that
 

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find just by looking at this data that
wasn't<00:05:05.009><c> necessarily</c><00:05:05.460><c> obvious</c><00:05:05.759><c> and</c><00:05:06.180><c> I'm</c><00:05:06.240><c> not</c>

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wasn't necessarily obvious and I'm not
 

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wasn't necessarily obvious and I'm not
even<00:05:06.599><c> sure</c><00:05:06.630><c> if</c><00:05:06.870><c> it</c><00:05:06.990><c> was</c><00:05:07.050><c> published</c><00:05:07.440><c> at</c><00:05:07.590><c> the</c>

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even sure if it was published at the
 

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even sure if it was published at the
time<00:05:07.919><c> but</c><00:05:08.160><c> you</c><00:05:08.610><c> know</c><00:05:09.240><c> it</c><00:05:09.389><c> was</c><00:05:09.509><c> it</c><00:05:09.690><c> was</c><00:05:09.780><c> just</c><00:05:09.960><c> a</c>

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time but you know it was it was just a
 

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time but you know it was it was just a
really<00:05:10.050><c> fun</c><00:05:10.289><c> kind</c><00:05:10.860><c> of</c><00:05:11.009><c> intro</c><00:05:11.430><c> to</c><00:05:11.490><c> what</c><00:05:11.699><c> you</c>

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really fun kind of intro to what you
 

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really fun kind of intro to what you
could<00:05:11.970><c> do</c><00:05:12.180><c> with</c><00:05:12.210><c> with</c><00:05:12.840><c> computers</c><00:05:13.440><c> and</c>

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could do with with computers and
 

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could do with with computers and
biological<00:05:14.310><c> data</c><00:05:14.520><c> so</c><00:05:15.300><c> it</c><00:05:16.080><c> went</c><00:05:16.259><c> on</c><00:05:16.320><c> from</c><00:05:16.530><c> there</c>

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biological data so it went on from there
 

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biological data so it went on from there
and<00:05:17.009><c> I</c><00:05:17.370><c> eventually</c><00:05:18.090><c> got</c><00:05:18.509><c> involved</c><00:05:18.870><c> in</c><00:05:19.400><c> a</c>

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and I eventually got involved in a
 

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and I eventually got involved in a
slightly<00:05:21.000><c> different</c><00:05:21.150><c> thing</c><00:05:21.780><c> different</c><00:05:22.229><c> kind</c>

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slightly different thing different kind
 

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slightly different thing different kind
of<00:05:22.470><c> biological</c><00:05:22.680><c> data</c><00:05:23.310><c> i</c><00:05:23.430><c> was</c><00:05:23.580><c> looking</c><00:05:23.880><c> at</c>

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of biological data i was looking at
 

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of biological data i was looking at
alligators<00:05:24.570><c> and</c><00:05:24.870><c> crocodiles</c><00:05:25.380><c> and</c><00:05:25.650><c> gharial</c>

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alligators and crocodiles and gharial
 

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alligators and crocodiles and gharial
xand<00:05:26.490><c> putting</c><00:05:27.150><c> together</c><00:05:27.300><c> their</c><00:05:27.660><c> genomes</c><00:05:28.139><c> for</c>

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xand putting together their genomes for
 

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xand putting together their genomes for
the<00:05:28.470><c> first</c><00:05:28.710><c> time</c><00:05:29.070><c> after</c><00:05:29.940><c> you</c><00:05:30.240><c> have</c><00:05:30.479><c> a</c><00:05:30.780><c> first</c>

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the first time after you have a first
 

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the first time after you have a first
genome<00:05:32.130><c> it's</c><00:05:32.340><c> really</c><00:05:32.580><c> easy</c><00:05:32.729><c> to</c><00:05:32.849><c> do</c><00:05:33.030><c> a</c><00:05:33.060><c> lot</c><00:05:33.240><c> of</c>

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genome it's really easy to do a lot of
 

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genome it's really easy to do a lot of
different<00:05:33.660><c> analyses</c><00:05:34.110><c> but</c><00:05:34.349><c> putting</c><00:05:34.530><c> together</c>

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different analyses but putting together
 

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different analyses but putting together
that<00:05:35.039><c> first</c><00:05:35.310><c> genome</c><00:05:35.550><c> is</c><00:05:35.789><c> really</c>

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that first genome is really
 

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that first genome is really
computationally<00:05:37.260><c> intensive</c><00:05:37.770><c> and</c><00:05:38.010><c> very</c>

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computationally intensive and very
 

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computationally intensive and very
difficult<00:05:38.760><c> so</c><00:05:38.880><c> I</c><00:05:38.940><c> was</c><00:05:39.060><c> doing</c><00:05:39.360><c> that</c><00:05:39.389><c> for</c><00:05:39.720><c> these</c>

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difficult so I was doing that for these
 

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difficult so I was doing that for these
animals<00:05:40.199><c> to</c><00:05:41.099><c> help</c><00:05:41.310><c> other</c><00:05:41.490><c> scientific</c>

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animals to help other scientific
 

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animals to help other scientific
researchers<00:05:43.169><c> with</c><00:05:43.830><c> their</c><00:05:44.130><c> downstream</c><00:05:45.060><c> data</c>

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researchers with their downstream data
 

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researchers with their downstream data
analyses<00:05:45.900><c> and</c><00:05:46.080><c> actually</c><00:05:46.409><c> that</c><00:05:46.590><c> is</c><00:05:46.889><c> how</c><00:05:47.220><c> I</c><00:05:47.720><c> got</c>

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analyses and actually that is how I got
 

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analyses and actually that is how I got
involved<00:05:48.960><c> in</c><00:05:49.169><c> driver</c><00:05:49.409><c> uh-huh</c><00:05:50.130><c> yeah</c><00:05:50.820><c> you</c><00:05:51.150><c> say</c>

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involved in driver uh-huh yeah you say
 

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involved in driver uh-huh yeah you say
so<00:05:51.690><c> you</c><00:05:51.750><c> measure</c><00:05:51.930><c> this</c><00:05:52.110><c> locales</c><00:05:52.560><c> can</c><00:05:52.770><c> explain</c>

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so you measure this locales can explain
 

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so you measure this locales can explain
through<00:05:53.280><c> our</c><00:05:53.340><c> audience</c><00:05:53.729><c> cuando</c><00:05:54.030><c> biologists</c>

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through our audience cuando biologists
 

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through our audience cuando biologists
what<00:05:54.870><c> the</c><00:05:55.020><c> low</c><00:05:55.199><c> counts</c><00:05:55.710><c> meant</c><00:05:56.460><c> in</c><00:05:57.449><c> the</c><00:05:57.990><c> context</c>

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what the low counts meant in the context
 

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what the low counts meant in the context
sorry<00:05:59.039><c> say</c><00:05:59.280><c> that</c><00:05:59.310><c> again</c><00:05:59.490><c> eventually</c><00:06:00.120><c> low</c>

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sorry say that again eventually low
 

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sorry say that again eventually low
counts<00:06:01.020><c> and</c><00:06:01.320><c> so</c><00:06:01.919><c> one</c><00:06:02.099><c> of</c><00:06:02.130><c> your</c><00:06:02.340><c> order</c><00:06:02.550><c> problems</c>

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counts and so one of your order problems
 

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counts and so one of your order problems
you<00:06:03.330><c> found</c><00:06:03.630><c> Oh</c><00:06:03.900><c> cd4</c><00:06:04.620><c> t-cell</c><00:06:05.009><c> counts</c><00:06:05.370><c> ah</c><00:06:05.520><c> yes</c><00:06:06.419><c> so</c>

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you found Oh cd4 t-cell counts ah yes so
 

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you found Oh cd4 t-cell counts ah yes so
basically<00:06:08.780><c> cd4</c><00:06:09.780><c> t-cells</c><00:06:10.259><c> are</c><00:06:10.409><c> a</c><00:06:10.470><c> kind</c><00:06:10.680><c> of</c>

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basically cd4 t-cells are a kind of
 

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basically cd4 t-cells are a kind of
immune<00:06:11.220><c> cell</c><00:06:11.580><c> that</c><00:06:11.970><c> your</c><00:06:12.090><c> body</c><00:06:12.300><c> has</c><00:06:12.419><c> and</c><00:06:12.960><c> one</c>

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immune cell that your body has and one
 

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immune cell that your body has and one
of<00:06:13.919><c> the</c><00:06:14.009><c> effects</c><00:06:14.550><c> of</c><00:06:16.009><c> HIV</c><00:06:17.009><c> is</c><00:06:17.250><c> that</c><00:06:17.759><c> these</c>

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of the effects of HIV is that these
 

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of the effects of HIV is that these
immune<00:06:19.530><c> cells</c><00:06:19.830><c> are</c><00:06:20.070><c> depleted</c><00:06:20.580><c> their</c><00:06:20.729><c> killed</c>

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immune cells are depleted their killed
 

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immune cells are depleted their killed
off<00:06:21.210><c> by</c><00:06:21.240><c> the</c><00:06:22.080><c> virus</c><00:06:22.470><c> so</c><00:06:23.370><c> what</c><00:06:23.669><c> you</c><00:06:23.759><c> can</c><00:06:23.909><c> do</c><00:06:24.150><c> is</c>

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off by the virus so what you can do is
 

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off by the virus so what you can do is
basically<00:06:25.020><c> it's</c><00:06:25.500><c> it's</c><00:06:25.830><c> you</c><00:06:26.490><c> know</c><00:06:26.610><c> it's</c><00:06:26.639><c> one</c><00:06:26.880><c> of</c>

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basically it's it's you know it's one of
 

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basically it's it's you know it's one of
the<00:06:27.060><c> things</c><00:06:27.270><c> that</c><00:06:27.360><c> makes</c><00:06:27.539><c> you</c><00:06:27.720><c> sick</c><00:06:27.990><c> when</c><00:06:28.349><c> you</c>

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the things that makes you sick when you
 

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the things that makes you sick when you
have<00:06:28.560><c> AIDS</c><00:06:28.770><c> so</c><00:06:29.750><c> you</c><00:06:30.750><c> know</c><00:06:30.870><c> you</c><00:06:30.930><c> measure</c><00:06:31.500><c> these</c>

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have AIDS so you know you measure these
 

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have AIDS so you know you measure these
levels<00:06:32.099><c> and</c><00:06:32.460><c> what</c><00:06:32.639><c> you</c><00:06:32.729><c> want</c><00:06:32.909><c> to</c><00:06:33.000><c> do</c><00:06:33.090><c> is</c><00:06:33.180><c> try</c><00:06:33.330><c> to</c>

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levels and what you want to do is try to
 

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levels and what you want to do is try to
keep<00:06:33.570><c> these</c><00:06:33.750><c> levels</c><00:06:33.990><c> high</c><00:06:34.320><c> just</c><00:06:34.740><c> so</c><00:06:35.840><c> basically</c>

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keep these levels high just so basically
 

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keep these levels high just so basically
by<00:06:37.139><c> by</c><00:06:37.860><c> correlating</c><00:06:38.430><c> the</c><00:06:38.870><c> the</c><00:06:39.870><c> data</c><00:06:40.169><c> basically</c>

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by by correlating the the data basically
 

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by by correlating the the data basically
the<00:06:41.190><c> the</c><00:06:41.580><c> data</c><00:06:41.849><c> of</c><00:06:42.180><c> the</c><00:06:42.750><c> virus</c><00:06:43.320><c> and</c><00:06:43.529><c> what</c><00:06:43.620><c> the</c>

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the the data of the virus and what the
 

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the the data of the virus and what the
virus

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virus
 

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virus
sequences<00:06:44.860><c> with</c><00:06:45.640><c> the</c><00:06:45.670><c> outcome</c><00:06:46.080><c> you</c><00:06:47.080><c> know</c><00:06:47.200><c> how</c>

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sequences with the outcome you know how
 

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sequences with the outcome you know how
low<00:06:47.650><c> the</c><00:06:47.950><c> cd4</c><00:06:48.640><c> t-cell</c><00:06:49.180><c> counts</c><00:06:49.510><c> were</c><00:06:49.630><c> in</c><00:06:49.870><c> a</c><00:06:49.990><c> in</c><00:06:50.260><c> a</c>

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low the cd4 t-cell counts were in a in a
 

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low the cd4 t-cell counts were in a in a
patient<00:06:50.860><c> mm-hmm</c><00:06:51.460><c> you</c><00:06:52.330><c> can</c><00:06:52.510><c> you</c><00:06:53.050><c> can</c><00:06:53.230><c> basically</c>

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patient mm-hmm you can you can basically
 

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patient mm-hmm you can you can basically
what<00:06:53.920><c> i</c><00:06:53.950><c> was</c><00:06:54.070><c> hoping</c><00:06:54.190><c> to</c><00:06:54.370><c> find</c><00:06:54.700><c> were</c><00:06:55.360><c> were</c>

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what i was hoping to find were were
 

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what i was hoping to find were were
these<00:06:56.260><c> correlations</c><00:06:56.740><c> basically</c><00:06:58.440><c> identifying</c>

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these correlations basically identifying
 

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these correlations basically identifying
mutations<00:07:00.040><c> that</c><00:07:00.100><c> would</c><00:07:00.370><c> possibly</c><00:07:00.820><c> result</c><00:07:01.570><c> in</c>

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mutations that would possibly result in
 

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mutations that would possibly result in
more<00:07:01.990><c> aggressive</c><00:07:02.620><c> forms</c><00:07:03.130><c> of</c><00:07:03.280><c> the</c><00:07:03.370><c> virus</c>

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more aggressive forms of the virus
 

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more aggressive forms of the virus
mm-hmm<00:07:04.330><c> right</c><00:07:04.690><c> so</c><00:07:05.140><c> more</c><00:07:05.320><c> aggressive</c><00:07:05.740><c> kinds</c><00:07:06.070><c> of</c>

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mm-hmm right so more aggressive kinds of
 

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mm-hmm right so more aggressive kinds of
HIV<00:07:06.580><c> potentially</c><00:07:07.320><c> interesting</c><00:07:08.320><c> or</c><00:07:08.530><c> maybe</c>

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HIV potentially interesting or maybe
 

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HIV potentially interesting or maybe
more<00:07:09.010><c> resistant</c><00:07:09.460><c> to</c><00:07:09.520><c> drugs</c><00:07:09.790><c> so</c><00:07:10.360><c> this</c><00:07:10.510><c> is</c><00:07:10.540><c> an</c>

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more resistant to drugs so this is an
 

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more resistant to drugs so this is an
example<00:07:11.050><c> basically</c><00:07:11.830><c> the</c><00:07:11.950><c> data</c><00:07:12.160><c> science</c>

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example basically the data science
 

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example basically the data science
directly<00:07:13.030><c> leading</c><00:07:13.390><c> to</c><00:07:13.600><c> yeah</c><00:07:14.110><c> to</c><00:07:14.440><c> discovers</c>

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directly leading to yeah to discovers
 

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directly leading to yeah to discovers
exactly<00:07:15.850><c> interesting</c><00:07:16.300><c> addressing</c><00:07:16.690><c> and</c><00:07:16.900><c> you</c>

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exactly interesting addressing and you
 

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exactly interesting addressing and you
know<00:07:17.080><c> that</c><00:07:17.230><c> that</c><00:07:17.410><c> was</c><00:07:17.530><c> a</c><00:07:17.560><c> toy</c><00:07:17.800><c> project</c><00:07:18.310><c> it</c>

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know that that was a toy project it
 

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know that that was a toy project it
wasn't<00:07:18.700><c> anything</c><00:07:18.880><c> that</c><00:07:19.030><c> you</c><00:07:19.690><c> know</c><00:07:19.780><c> turned</c>

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wasn't anything that you know turned
 

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wasn't anything that you know turned
into<00:07:20.260><c> anything</c><00:07:20.470><c> useful</c><00:07:20.980><c> but</c><00:07:21.190><c> still</c><00:07:21.430><c> it</c><00:07:21.520><c> was</c>

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into anything useful but still it was
 

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into anything useful but still it was
just<00:07:21.760><c> really</c><00:07:21.940><c> interesting</c><00:07:22.480><c> seeing</c><00:07:22.720><c> that</c><00:07:22.840><c> kind</c>

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just really interesting seeing that kind
 

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just really interesting seeing that kind
of<00:07:23.140><c> data</c><00:07:23.350><c> and</c><00:07:23.590><c> just</c><00:07:24.100><c> exploring</c><00:07:24.640><c> it</c><00:07:24.760><c> myself</c><00:07:25.120><c> so</c>

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of data and just exploring it myself so
 

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of data and just exploring it myself so
I<00:07:26.020><c> can</c><00:07:26.380><c> you</c><00:07:26.530><c> like</c><00:07:27.070><c> doing</c><00:07:27.280><c> on</c><00:07:27.400><c> this</c><00:07:27.520><c> there</c><00:07:28.180><c> is</c>

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I can you like doing on this there is
 

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I can you like doing on this there is
this<00:07:28.390><c> term</c><00:07:29.110><c> personalized</c><00:07:29.740><c> medicine</c><00:07:30.280><c> right</c>

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this term personalized medicine right
 

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this term personalized medicine right
and<00:07:31.120><c> you're</c><00:07:31.750><c> in</c><00:07:31.930><c> the</c><00:07:32.050><c> frontier</c><00:07:32.410><c> of</c><00:07:32.440><c> this</c><00:07:32.710><c> yeah</c>

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and you're in the frontier of this yeah
 

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and you're in the frontier of this yeah
so<00:07:33.280><c> what</c><00:07:33.460><c> you're</c><00:07:33.670><c> building</c><00:07:33.880><c> essentially</c><00:07:34.950><c> an</c>

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so what you're building essentially an
 

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so what you're building essentially an
example<00:07:36.430><c> so</c><00:07:36.580><c> can</c><00:07:36.760><c> you</c><00:07:36.850><c> explain</c><00:07:36.880><c> and</c><00:07:37.750><c> summarize</c>

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example so can you explain and summarize
 

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example so can you explain and summarize
for<00:07:38.650><c> folks</c><00:07:39.280><c> new</c><00:07:39.520><c> to</c><00:07:39.640><c> the</c><00:07:39.730><c> area</c><00:07:39.760><c> what</c><00:07:40.480><c> is</c><00:07:40.690><c> the</c>

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for folks new to the area what is the
 

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for folks new to the area what is the
personalized<00:07:41.440><c> medicine</c><00:07:42.040><c> promise</c><00:07:42.970><c> and</c><00:07:43.240><c> you</c>

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personalized medicine promise and you
 

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personalized medicine promise and you
know<00:07:43.960><c> how</c><00:07:44.200><c> you</c><00:07:44.260><c> specifically</c><00:07:45.160><c> going</c><00:07:45.400><c> to</c>

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know how you specifically going to
 

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know how you specifically going to
achieve<00:07:45.790><c> this</c><00:07:45.970><c> in</c><00:07:46.210><c> your</c><00:07:46.600><c> space</c><00:07:46.870><c> right</c><00:07:47.650><c> so</c><00:07:48.070><c> you</c>

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achieve this in your space right so you
 

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achieve this in your space right so you
know<00:07:49.060><c> we're</c><00:07:49.210><c> focusing</c><00:07:49.660><c> on</c><00:07:49.720><c> late-stage</c><00:07:49.960><c> lung</c>

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know we're focusing on late-stage lung
 

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know we're focusing on late-stage lung
cancer<00:07:50.710><c> right</c><00:07:50.890><c> now</c><00:07:51.070><c> and</c><00:07:52.020><c> I'll</c><00:07:53.020><c> just</c><00:07:53.320><c> go</c><00:07:53.620><c> into</c>

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cancer right now and I'll just go into
 

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cancer right now and I'll just go into
this<00:07:53.920><c> with</c><00:07:53.980><c> a</c><00:07:54.160><c> with</c><00:07:54.580><c> a</c><00:07:54.610><c> case</c><00:07:54.880><c> so</c><00:07:56.040><c> one</c><00:07:57.040><c> thing</c>

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this with a with a case so one thing
 

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this with a with a case so one thing
that<00:07:57.280><c> came</c><00:07:57.520><c> up</c><00:07:57.580><c> a</c><00:07:57.790><c> while</c><00:07:58.030><c> ago</c><00:07:58.060><c> was</c><00:07:59.250><c> was</c><00:08:00.250><c> that</c>

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that came up a while ago was was that
 

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that came up a while ago was was that
there<00:08:01.060><c> there</c><00:08:01.330><c> about</c><00:08:01.570><c> the</c><00:08:01.720><c> about</c><00:08:02.140><c> seven</c>

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there there about the about seven
 

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there there about the about seven
percent<00:08:02.680><c> of</c><00:08:03.130><c> lung</c><00:08:03.400><c> cancer</c><00:08:03.730><c> patients</c><00:08:04.180><c> have</c><00:08:04.330><c> a</c>

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percent of lung cancer patients have a
 

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percent of lung cancer patients have a
mutation<00:08:04.690><c> in</c><00:08:04.930><c> a</c><00:08:05.020><c> particular</c><00:08:05.530><c> gene</c><00:08:05.830><c> this</c><00:08:06.760><c> gene</c>

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mutation in a particular gene this gene
 

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mutation in a particular gene this gene
is<00:08:07.060><c> called</c><00:08:07.180><c> egfr</c><00:08:07.980><c> so</c><00:08:09.000><c> of</c><00:08:10.000><c> those</c><00:08:10.480><c> patients</c><00:08:11.110><c> you</c>

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is called egfr so of those patients you
 

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is called egfr so of those patients you
know<00:08:11.530><c> you</c><00:08:11.590><c> could</c><00:08:11.860><c> just</c><00:08:11.950><c> give</c><00:08:12.160><c> them</c><00:08:12.340><c> chemo</c><00:08:12.880><c> and</c>

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know you could just give them chemo and
 

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know you could just give them chemo and
radiation<00:08:13.270><c> in</c><00:08:13.780><c> that</c><00:08:14.350><c> case</c><00:08:14.530><c> they'd</c><00:08:14.800><c> have</c><00:08:14.950><c> the</c>

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radiation in that case they'd have the
 

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radiation in that case they'd have the
same<00:08:15.280><c> outcome</c><00:08:15.640><c> as</c><00:08:15.670><c> any</c><00:08:15.940><c> other</c><00:08:16.000><c> patient</c><00:08:16.390><c> any</c>

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same outcome as any other patient any
 

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same outcome as any other patient any
other<00:08:17.470><c> lung</c><00:08:17.710><c> cancer</c><00:08:18.070><c> patient</c><00:08:18.460><c> which</c><00:08:18.610><c> is</c><00:08:18.790><c> you</c>

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other lung cancer patient which is you
 

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other lung cancer patient which is you
know<00:08:19.150><c> not</c><00:08:19.240><c> very</c><00:08:19.570><c> good</c><00:08:20.730><c> by</c><00:08:21.730><c> knowing</c><00:08:22.240><c> that</c><00:08:22.390><c> they</c>

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know not very good by knowing that they
 

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know not very good by knowing that they
have<00:08:22.720><c> this</c><00:08:22.930><c> particular</c><00:08:23.470><c> mutation</c><00:08:24.100><c> and</c><00:08:24.280><c> by</c>

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have this particular mutation and by
 

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have this particular mutation and by
knowing<00:08:25.540><c> that</c><00:08:25.990><c> that</c><00:08:26.290><c> is</c><00:08:26.620><c> the</c><00:08:26.830><c> mutation</c><00:08:27.400><c> that's</c>

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knowing that that is the mutation that's
 

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knowing that that is the mutation that's
driving<00:08:28.000><c> their</c><00:08:28.120><c> lung</c><00:08:28.360><c> cancer</c><00:08:28.750><c> that</c>

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driving their lung cancer that
 

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driving their lung cancer that
particular<00:08:29.500><c> mutation</c><00:08:30.070><c> is</c><00:08:30.250><c> causing</c><00:08:31.210><c> their</c>

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particular mutation is causing their
 

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particular mutation is causing their
lung<00:08:31.600><c> cancer</c><00:08:31.990><c> to</c><00:08:32.110><c> happen</c><00:08:32.500><c> there</c><00:08:33.190><c> are</c><00:08:33.280><c> actually</c>

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lung cancer to happen there are actually
 

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lung cancer to happen there are actually
drugs<00:08:33.820><c> out</c><00:08:34.000><c> there</c><00:08:34.060><c> that</c><00:08:34.870><c> match</c><00:08:35.170><c> up</c><00:08:35.200><c> with</c><00:08:35.770><c> that</c>

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drugs out there that match up with that
 

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drugs out there that match up with that
particular<00:08:36.250><c> mutation</c><00:08:37.120><c> so</c><00:08:37.330><c> these</c><00:08:37.450><c> drugs</c><00:08:37.930><c> will</c>

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particular mutation so these drugs will
 

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particular mutation so these drugs will
actually<00:08:39.040><c> target</c><00:08:39.700><c> that</c><00:08:39.880><c> gene</c><00:08:40.210><c> and</c><00:08:40.419><c> turn</c><00:08:40.599><c> it</c>

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actually target that gene and turn it
 

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actually target that gene and turn it
off<00:08:40.900><c> so</c><00:08:41.710><c> now</c><00:08:41.830><c> the</c><00:08:41.890><c> tumor</c><00:08:42.250><c> can't</c><00:08:42.490><c> grow</c><00:08:42.700><c> anymore</c>

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off so now the tumor can't grow anymore
 

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off so now the tumor can't grow anymore
so<00:08:43.960><c> when</c><00:08:44.260><c> we</c><00:08:44.350><c> talk</c><00:08:44.530><c> about</c><00:08:44.590><c> targeted</c><00:08:45.870><c> targeted</c>

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so when we talk about targeted targeted
 

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so when we talk about targeted targeted
therapy<00:08:47.290><c> what</c><00:08:47.440><c> we're</c><00:08:47.560><c> talking</c><00:08:47.950><c> about</c><00:08:48.040><c> is</c><00:08:48.430><c> a</c>

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therapy what we're talking about is a
 

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therapy what we're talking about is a
therapy<00:08:49.450><c> that</c><00:08:49.720><c> is</c><00:08:49.780><c> very</c><00:08:50.260><c> specific</c><00:08:50.860><c> to</c><00:08:51.010><c> an</c>

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therapy that is very specific to an
 

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therapy that is very specific to an
individual<00:08:51.760><c> patient</c><00:08:52.420><c> right</c><00:08:52.960><c> this</c><00:08:53.200><c> is</c><00:08:53.350><c> the</c>

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individual patient right this is the
 

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individual patient right this is the
personalized<00:08:54.040><c> aspect</c><00:08:54.610><c> of</c><00:08:54.730><c> this</c><00:08:54.850><c> kind</c><00:08:55.030><c> of</c>

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personalized aspect of this kind of
 

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personalized aspect of this kind of
therapy<00:08:55.570><c> so</c><00:08:56.320><c> for</c><00:08:56.980><c> those</c><00:08:57.160><c> patients</c>

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therapy so for those patients
 

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therapy so for those patients
now<00:08:57.970><c> that</c><00:08:58.300><c> have</c><00:08:58.480><c> this</c><00:08:58.720><c> drug</c><00:08:59.020><c> that's</c><00:08:59.230><c> matched</c>

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now that have this drug that's matched
 

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now that have this drug that's matched
up<00:08:59.710><c> with</c><00:08:59.800><c> their</c><00:08:59.980><c> specific</c><00:09:00.490><c> kind</c><00:09:00.700><c> of</c><00:09:00.820><c> tumor</c>

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up with their specific kind of tumor
 

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up with their specific kind of tumor
they<00:09:02.200><c> they</c><00:09:03.010><c> do</c><00:09:03.070><c> on</c><00:09:03.370><c> average</c><00:09:03.880><c> about</c><00:09:04.540><c> six</c><00:09:04.750><c> months</c>

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they they do on average about six months
 

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they they do on average about six months
they<00:09:05.560><c> have</c><00:09:05.650><c> about</c><00:09:05.860><c> a</c><00:09:05.890><c> six</c><00:09:06.130><c> month</c><00:09:06.340><c> longer</c><00:09:06.550><c> life</c>

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they have about a six month longer life
 

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they have about a six month longer life
expectancy<00:09:07.510><c> than</c><00:09:07.680><c> patients</c><00:09:08.680><c> that</c><00:09:08.830><c> just</c><00:09:09.130><c> do</c>

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expectancy than patients that just do
 

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expectancy than patients that just do
standard<00:09:09.790><c> chemo</c><00:09:10.450><c> and</c><00:09:10.480><c> radiation</c><00:09:10.810><c> and</c><00:09:11.370><c> you</c>

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standard chemo and radiation and you
 

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standard chemo and radiation and you
know<00:09:12.490><c> although</c><00:09:12.670><c> that</c><00:09:13.030><c> I</c><00:09:13.270><c> mean</c><00:09:13.720><c> that's</c>

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know although that I mean that's
 

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know although that I mean that's
actually<00:09:14.380><c> quite</c><00:09:14.530><c> a</c><00:09:14.620><c> long</c><00:09:14.830><c> time</c><00:09:14.860><c> for</c><00:09:15.250><c> these</c>

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actually quite a long time for these
 

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actually quite a long time for these
patients<00:09:15.550><c> six</c><00:09:16.030><c> to</c><00:09:16.120><c> eight</c><00:09:16.240><c> months</c><00:09:16.330><c> extra</c><00:09:16.990><c> for</c>

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patients six to eight months extra for
 

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patients six to eight months extra for
them<00:09:17.860><c> to</c><00:09:18.100><c> potentially</c><00:09:18.970><c> you</c><00:09:19.690><c> know</c><00:09:19.720><c> find</c>

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them to potentially you know find
 

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them to potentially you know find
another<00:09:20.440><c> therapeutic</c><00:09:21.130><c> option</c><00:09:21.730><c> or</c><00:09:21.970><c> you</c><00:09:22.540><c> know</c>

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another therapeutic option or you know
 

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another therapeutic option or you know
just<00:09:23.070><c> finish</c><00:09:24.070><c> up</c><00:09:24.250><c> what</c><00:09:24.400><c> they</c><00:09:24.490><c> need</c><00:09:24.640><c> to</c><00:09:24.670><c> finish</c>

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just finish up what they need to finish
 

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just finish up what they need to finish
up<00:09:25.180><c> in</c><00:09:25.270><c> their</c><00:09:25.390><c> life</c><00:09:25.540><c> I</c><00:09:25.690><c> mean</c><00:09:25.840><c> it's</c><00:09:25.990><c> it's</c><00:09:26.200><c> huge</c>

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up in their life I mean it's it's huge
 

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up in their life I mean it's it's huge
for<00:09:26.500><c> them</c><00:09:26.740><c> even</c><00:09:27.070><c> though</c><00:09:27.190><c> it's</c><00:09:27.400><c> you</c><00:09:27.940><c> know</c><00:09:28.230><c> start</c>

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for them even though it's you know start
 

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for them even though it's you know start
right<00:09:29.500><c> a</c><00:09:29.530><c> minute</c><00:09:29.740><c> yeah</c><00:09:29.890><c> given</c><00:09:30.370><c> the</c><00:09:30.580><c> type</c>

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right a minute yeah given the type
 

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right a minute yeah given the type
frames<00:09:31.030><c> yeah</c><00:09:31.570><c> usually</c><00:09:32.080><c> that's</c><00:09:33.040><c> that's</c><00:09:33.400><c> so</c><00:09:33.670><c> so</c>

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frames yeah usually that's that's so so
 

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frames yeah usually that's that's so so
basically<00:09:34.330><c> this</c><00:09:34.390><c> is</c><00:09:34.450><c> a</c><00:09:34.510><c> direct</c><00:09:34.690><c> result</c><00:09:35.230><c> of</c>

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basically this is a direct result of
 

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basically this is a direct result of
doing<00:09:36.280><c> proper</c><00:09:37.120><c> match</c><00:09:37.360><c> of</c><00:09:37.630><c> individual</c><00:09:38.170><c> keys</c>

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doing proper match of individual keys
 

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doing proper match of individual keys
yeah<00:09:38.980><c> and</c><00:09:39.190><c> available</c><00:09:39.640><c> already</c><00:09:39.820><c> available</c>

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yeah and available already available
 

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yeah and available already available
minutes<00:09:40.630><c> so</c><00:09:40.810><c> this</c><00:09:41.020><c> a</c><00:09:41.140><c> quiz</c><00:09:41.410><c> today</c><00:09:41.650><c> yes</c><00:09:42.250><c> right</c>

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minutes so this a quiz today yes right
 

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minutes so this a quiz today yes right
so<00:09:43.390><c> but</c><00:09:43.630><c> going</c><00:09:43.810><c> to</c><00:09:43.930><c> the</c><00:09:44.050><c> future</c><00:09:44.740><c> ah</c><00:09:45.630><c> can</c><00:09:46.630><c> we</c>

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so but going to the future ah can we
 

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so but going to the future ah can we
kind<00:09:47.020><c> of</c><00:09:47.400><c> see</c><00:09:48.400><c> a</c><00:09:48.430><c> world</c><00:09:48.640><c> where</c><00:09:48.910><c> have</c><00:09:49.150><c> much</c><00:09:50.020><c> more</c>

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kind of see a world where have much more
 

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kind of see a world where have much more
drugs<00:09:50.500><c> and</c><00:09:50.890><c> kind</c><00:09:51.280><c> of</c><00:09:51.310><c> match</c><00:09:51.520><c> them</c>

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drugs and kind of match them
 

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drugs and kind of match them
individually<00:09:51.940><c> what</c><00:09:52.690><c> would</c><00:09:52.840><c> it</c><00:09:52.960><c> take</c><00:09:52.990><c> you</c><00:09:53.800><c> know</c>

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individually what would it take you know
 

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individually what would it take you know
together<00:09:54.430><c> like</c><00:09:54.640><c> doing</c><00:09:54.970><c> it</c><00:09:55.120><c> just</c><00:09:55.360><c> is</c><00:09:55.540><c> it</c><00:09:55.690><c> just</c>

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together like doing it just is it just
 

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together like doing it just is it just
the<00:09:56.110><c> commutation</c><00:09:56.350><c> problem</c><00:09:57.010><c> or</c><00:09:57.460><c> is</c><00:09:57.580><c> it</c><00:09:57.700><c> also</c><00:09:57.820><c> a</c>

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the commutation problem or is it also a
 

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the commutation problem or is it also a
government<00:09:58.450><c> problem</c><00:09:58.900><c> like</c><00:09:59.260><c> how</c><00:09:59.470><c> the</c><00:09:59.530><c> pharma</c>

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government problem like how the pharma
 

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government problem like how the pharma
companies<00:10:00.460><c> fit</c><00:10:00.640><c> in</c><00:10:00.730><c> there</c><00:10:00.880><c> and</c><00:10:01.150><c> what</c><00:10:01.420><c> is</c><00:10:01.540><c> your</c>

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companies fit in there and what is your
 

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companies fit in there and what is your
plan<00:10:01.840><c> to</c><00:10:01.870><c> a</c><00:10:02.370><c> nickel</c><00:10:03.370><c> this</c><00:10:03.580><c> yeah</c><00:10:04.000><c> yeah</c><00:10:04.210><c> I</c><00:10:04.600><c> think</c>

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plan to a nickel this yeah yeah I think
 

00:10:05.050 --> 00:10:06.510 align:start position:0%
plan to a nickel this yeah yeah I think
there's<00:10:05.230><c> a</c><00:10:05.290><c> really</c><00:10:05.560><c> big</c><00:10:05.920><c> collaboration</c>

00:10:06.510 --> 00:10:06.520 align:start position:0%
there's a really big collaboration
 

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there's a really big collaboration
problem<00:10:07.150><c> right</c><00:10:07.330><c> now</c><00:10:07.360><c> where</c><00:10:08.020><c> you</c><00:10:08.710><c> know</c><00:10:08.830><c> every</c>

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problem right now where you know every
 

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problem right now where you know every
every<00:10:09.820><c> doctor</c><00:10:10.270><c> and</c><00:10:10.570><c> every</c><00:10:10.990><c> lab</c><00:10:11.490><c> wants</c><00:10:12.490><c> to</c><00:10:12.610><c> have</c>

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every doctor and every lab wants to have
 

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every doctor and every lab wants to have
their<00:10:12.970><c> own</c><00:10:13.030><c> data</c><00:10:13.390><c> and</c><00:10:13.720><c> wants</c><00:10:13.960><c> to</c><00:10:14.020><c> be</c><00:10:14.260><c> the</c><00:10:14.530><c> hero</c>

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their own data and wants to be the hero
 

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their own data and wants to be the hero
and<00:10:15.190><c> discover</c><00:10:15.640><c> something</c><00:10:15.970><c> so</c><00:10:16.810><c> you</c><00:10:16.870><c> have</c><00:10:17.200><c> are</c><00:10:17.410><c> a</c>

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and discover something so you have are a
 

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and discover something so you have are a
lot<00:10:17.680><c> of</c><00:10:17.710><c> different</c><00:10:17.830><c> siloed</c><00:10:18.730><c> data</c><00:10:19.270><c> sets</c><00:10:19.690><c> that</c>

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lot of different siloed data sets that
 

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lot of different siloed data sets that
are<00:10:20.050><c> very</c><00:10:20.260><c> specific</c><00:10:20.620><c> to</c><00:10:21.010><c> different</c><00:10:21.250><c> centers</c>

00:10:21.870 --> 00:10:21.880 align:start position:0%
are very specific to different centers
 

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are very specific to different centers
and<00:10:22.690><c> these</c><00:10:23.050><c> silo</c><00:10:23.530><c> data</c><00:10:23.770><c> sets</c><00:10:24.070><c> they</c><00:10:24.310><c> don't</c><00:10:24.460><c> get</c>

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and these silo data sets they don't get
 

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and these silo data sets they don't get
shared<00:10:24.910><c> you</c><00:10:25.090><c> don't</c><00:10:25.270><c> have</c><00:10:25.420><c> a</c><00:10:25.450><c> lot</c><00:10:25.510><c> of</c><00:10:25.660><c> people</c>

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shared you don't have a lot of people
 

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shared you don't have a lot of people
collaborating<00:10:26.560><c> on</c><00:10:26.770><c> discoveries</c><00:10:27.430><c> there</c><00:10:28.360><c> are</c><00:10:28.450><c> a</c>

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collaborating on discoveries there are a
 

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collaborating on discoveries there are a
couple<00:10:28.660><c> public</c><00:10:29.470><c> efforts</c><00:10:29.830><c> that</c><00:10:30.070><c> are</c><00:10:30.100><c> you</c><00:10:30.850><c> know</c>

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couple public efforts that are you know
 

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couple public efforts that are you know
working<00:10:31.360><c> on</c><00:10:31.780><c> getting</c><00:10:31.960><c> past</c><00:10:32.290><c> this</c><00:10:32.680><c> but</c><00:10:33.520><c> they're</c>

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working on getting past this but they're
 

00:10:33.940 --> 00:10:35.850 align:start position:0%
working on getting past this but they're
they're<00:10:34.300><c> pretty</c><00:10:34.540><c> minimal</c><00:10:34.930><c> they're</c><00:10:35.230><c> not</c><00:10:35.380><c> you</c>

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they're pretty minimal they're not you
 

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they're pretty minimal they're not you
know<00:10:35.890><c> you</c><00:10:36.070><c> don't</c><00:10:36.220><c> get</c><00:10:36.370><c> hundreds</c><00:10:36.730><c> of</c><00:10:36.850><c> thousands</c>

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know you don't get hundreds of thousands
 

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know you don't get hundreds of thousands
of<00:10:37.420><c> patient</c><00:10:37.840><c> samples</c><00:10:38.260><c> you</c><00:10:38.380><c> get</c><00:10:38.500><c> maybe</c><00:10:38.770><c> you</c>

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of patient samples you get maybe you
 

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of patient samples you get maybe you
know<00:10:39.640><c> 1,000</c><00:10:40.540><c> or</c><00:10:40.780><c> 2,000</c><00:10:41.620><c> in</c><00:10:41.770><c> a</c><00:10:41.920><c> particular</c>

00:10:42.450 --> 00:10:42.460 align:start position:0%
know 1,000 or 2,000 in a particular
 

00:10:42.460 --> 00:10:44.310 align:start position:0%
know 1,000 or 2,000 in a particular
tumor<00:10:42.850><c> type</c><00:10:43.060><c> and</c><00:10:43.300><c> that's</c><00:10:43.450><c> those</c><00:10:44.080><c> are</c><00:10:44.230><c> the</c>

00:10:44.310 --> 00:10:44.320 align:start position:0%
tumor type and that's those are the
 

00:10:44.320 --> 00:10:46.890 align:start position:0%
tumor type and that's those are the
bigger<00:10:44.530><c> projects</c><00:10:45.160><c> that</c><00:10:45.280><c> are</c><00:10:45.370><c> out</c><00:10:45.490><c> there</c><00:10:45.870><c> so</c><00:10:46.870><c> I</c>

00:10:46.890 --> 00:10:46.900 align:start position:0%
bigger projects that are out there so I
 

00:10:46.900 --> 00:10:48.900 align:start position:0%
bigger projects that are out there so I
think<00:10:47.020><c> that</c><00:10:47.200><c> is</c><00:10:47.680><c> partially</c><00:10:48.280><c> holding</c><00:10:48.820><c> the</c>

00:10:48.900 --> 00:10:48.910 align:start position:0%
think that is partially holding the
 

00:10:48.910 --> 00:10:51.840 align:start position:0%
think that is partially holding the
field<00:10:49.150><c> back</c><00:10:49.740><c> so</c><00:10:50.740><c> I</c><00:10:50.770><c> think</c><00:10:50.920><c> that</c><00:10:51.130><c> you</c><00:10:51.730><c> know</c>

00:10:51.840 --> 00:10:51.850 align:start position:0%
field back so I think that you know
 

00:10:51.850 --> 00:10:54.060 align:start position:0%
field back so I think that you know
something<00:10:52.300><c> that</c><00:10:52.330><c> really</c><00:10:52.630><c> that</c><00:10:53.380><c> opened</c><00:10:53.770><c> up</c><00:10:53.920><c> the</c>

00:10:54.060 --> 00:10:54.070 align:start position:0%
something that really that opened up the
 

00:10:54.070 --> 00:10:58.670 align:start position:0%
something that really that opened up the
data<00:10:54.310><c> and</c><00:10:54.610><c> also</c><00:10:56.040><c> you</c><00:10:57.040><c> know</c><00:10:57.300><c> open</c>

00:10:58.670 --> 00:10:58.680 align:start position:0%
data and also you know open
 

00:10:58.680 --> 00:11:02.510 align:start position:0%
data and also you know open
collaborative<00:11:00.480><c> potentially</c><00:11:01.480><c> even</c>

00:11:02.510 --> 00:11:02.520 align:start position:0%
collaborative potentially even
 

00:11:02.520 --> 00:11:06.530 align:start position:0%
collaborative potentially even
competitive<00:11:03.750><c> analysis</c><00:11:04.800><c> analysis</c>

00:11:06.530 --> 00:11:06.540 align:start position:0%
competitive analysis analysis
 

00:11:06.540 --> 00:11:09.210 align:start position:0%
competitive analysis analysis
consortiums<00:11:07.540><c> you</c><00:11:07.870><c> know</c><00:11:07.990><c> like</c><00:11:08.230><c> different</c>

00:11:09.210 --> 00:11:09.220 align:start position:0%
consortiums you know like different
 

00:11:09.220 --> 00:11:10.650 align:start position:0%
consortiums you know like different
kinds<00:11:09.430><c> of</c><00:11:09.520><c> competition</c><00:11:10.000><c> else</c><00:11:10.390><c> I'll</c>

00:11:10.650 --> 00:11:10.660 align:start position:0%
kinds of competition else I'll
 

00:11:10.660 --> 00:11:11.519 align:start position:0%
kinds of competition else I'll
competitions

00:11:11.519 --> 00:11:11.529 align:start position:0%
competitions
 

00:11:11.529 --> 00:11:13.800 align:start position:0%
competitions
I<00:11:12.459><c> think</c><00:11:12.879><c> those</c><00:11:13.029><c> kind</c><00:11:13.269><c> of</c><00:11:13.329><c> things</c><00:11:13.480><c> would</c><00:11:13.660><c> be</c>

00:11:13.800 --> 00:11:13.810 align:start position:0%
I think those kind of things would be
 

00:11:13.810 --> 00:11:16.199 align:start position:0%
I think those kind of things would be
huge<00:11:14.139><c> right</c><00:11:14.889><c> because</c><00:11:15.279><c> the</c><00:11:15.430><c> alternative</c><00:11:15.550><c> is</c>

00:11:16.199 --> 00:11:16.209 align:start position:0%
huge right because the alternative is
 

00:11:16.209 --> 00:11:18.150 align:start position:0%
huge right because the alternative is
you<00:11:16.480><c> publish</c><00:11:17.110><c> your</c><00:11:17.230><c> own</c><00:11:17.290><c> paper</c><00:11:17.589><c> and</c><00:11:17.889><c> you</c><00:11:17.980><c> run</c>

00:11:18.150 --> 00:11:18.160 align:start position:0%
you publish your own paper and you run
 

00:11:18.160 --> 00:11:21.210 align:start position:0%
you publish your own paper and you run
your<00:11:18.310><c> own</c><00:11:18.339><c> competition</c><00:11:18.910><c> and</c><00:11:19.810><c> there</c><00:11:20.560><c> is</c><00:11:20.889><c> so</c>

00:11:21.210 --> 00:11:21.220 align:start position:0%
your own competition and there is so
 

00:11:21.220 --> 00:11:25.559 align:start position:0%
your own competition and there is so
much<00:11:21.370><c> room</c><00:11:21.579><c> for</c><00:11:21.720><c> either</c><00:11:22.720><c> you</c><00:11:23.709><c> know</c><00:11:24.420><c> direct</c><00:11:25.420><c> or</c>

00:11:25.559 --> 00:11:25.569 align:start position:0%
much room for either you know direct or
 

00:11:25.569 --> 00:11:27.660 align:start position:0%
much room for either you know direct or
indirect<00:11:26.050><c> dishonesty</c><00:11:26.800><c> or</c><00:11:26.829><c> just</c><00:11:27.249><c> like</c><00:11:27.459><c> you</c>

00:11:27.660 --> 00:11:27.670 align:start position:0%
indirect dishonesty or just like you
 

00:11:27.670 --> 00:11:29.249 align:start position:0%
indirect dishonesty or just like you
know<00:11:27.790><c> not</c><00:11:28.180><c> trying</c><00:11:28.389><c> is</c><00:11:28.689><c> hard</c><00:11:28.899><c> to</c><00:11:29.019><c> make</c><00:11:29.139><c> the</c>

00:11:29.249 --> 00:11:29.259 align:start position:0%
know not trying is hard to make the
 

00:11:29.259 --> 00:11:31.439 align:start position:0%
know not trying is hard to make the
other<00:11:29.379><c> people's</c><00:11:29.769><c> methods</c><00:11:30.160><c> work</c><00:11:30.399><c> and</c><00:11:30.759><c> you</c><00:11:31.420><c> know</c>

00:11:31.439 --> 00:11:31.449 align:start position:0%
other people's methods work and you know
 

00:11:31.449 --> 00:11:33.119 align:start position:0%
other people's methods work and you know
it<00:11:31.660><c> doesn't</c><00:11:31.930><c> really</c><00:11:32.079><c> push</c><00:11:32.350><c> the</c><00:11:32.559><c> field</c><00:11:32.769><c> forward</c>

00:11:33.119 --> 00:11:33.129 align:start position:0%
it doesn't really push the field forward
 

00:11:33.129 --> 00:11:35.670 align:start position:0%
it doesn't really push the field forward
not<00:11:33.610><c> to</c><00:11:33.699><c> mention</c><00:11:33.850><c> duplication</c><00:11:34.660><c> of</c><00:11:34.689><c> work</c><00:11:34.749><c> right</c>

00:11:35.670 --> 00:11:35.680 align:start position:0%
not to mention duplication of work right
 

00:11:35.680 --> 00:11:37.769 align:start position:0%
not to mention duplication of work right
so<00:11:36.550><c> this</c><00:11:36.699><c> is</c><00:11:36.790><c> actually</c><00:11:36.850><c> very</c><00:11:37.089><c> nice</c><00:11:37.420><c> the</c><00:11:37.629><c> kind</c>

00:11:37.769 --> 00:11:37.779 align:start position:0%
so this is actually very nice the kind
 

00:11:37.779 --> 00:11:41.519 align:start position:0%
so this is actually very nice the kind
of<00:11:37.870><c> situation</c><00:11:38.620><c> to</c><00:11:39.009><c> our</c><00:11:39.779><c> meetup</c><00:11:40.779><c> topics</c><00:11:41.199><c> so</c><00:11:41.350><c> we</c>

00:11:41.519 --> 00:11:41.529 align:start position:0%
of situation to our meetup topics so we
 

00:11:41.529 --> 00:11:43.379 align:start position:0%
of situation to our meetup topics so we
we<00:11:42.009><c> had</c><00:11:42.189><c> this</c><00:11:42.309><c> informal</c><00:11:42.759><c> group</c><00:11:42.939><c> start</c><00:11:43.209><c> as</c><00:11:43.300><c> a</c>

00:11:43.379 --> 00:11:43.389 align:start position:0%
we had this informal group start as a
 

00:11:43.389 --> 00:11:44.910 align:start position:0%
we had this informal group start as a
text<00:11:43.660><c> by</c><00:11:43.749><c> the</c><00:11:43.809><c> bay</c><00:11:44.019><c> where</c><00:11:44.350><c> we</c><00:11:44.470><c> have</c><00:11:44.620><c> folks</c><00:11:44.829><c> from</c>

00:11:44.910 --> 00:11:44.920 align:start position:0%
text by the bay where we have folks from
 

00:11:44.920 --> 00:11:47.009 align:start position:0%
text by the bay where we have folks from
two<00:11:45.160><c> universities</c><00:11:45.730><c> and</c><00:11:45.939><c> in</c><00:11:46.269><c> three</c><00:11:46.540><c> startups</c>

00:11:47.009 --> 00:11:47.019 align:start position:0%
two universities and in three startups
 

00:11:47.019 --> 00:11:48.360 align:start position:0%
two universities and in three startups
right<00:11:47.439><c> I</c><00:11:47.470><c> think</c><00:11:47.740><c> most</c><00:11:47.920><c> of</c><00:11:48.009><c> them</c><00:11:48.129><c> are</c><00:11:48.220><c> here</c>

00:11:48.360 --> 00:11:48.370 align:start position:0%
right I think most of them are here
 

00:11:48.370 --> 00:11:50.999 align:start position:0%
right I think most of them are here
today<00:11:48.550><c> and</c><00:11:49.540><c> we</c><00:11:50.079><c> have</c><00:11:50.259><c> a</c><00:11:50.290><c> wider</c><00:11:50.589><c> group</c><00:11:50.889><c> of</c>

00:11:50.999 --> 00:11:51.009 align:start position:0%
today and we have a wider group of
 

00:11:51.009 --> 00:11:53.100 align:start position:0%
today and we have a wider group of
developers<00:11:51.249><c> and</c><00:11:51.790><c> the</c><00:11:52.269><c> response</c><00:11:52.720><c> we</c><00:11:52.870><c> should</c>

00:11:53.100 --> 00:11:53.110 align:start position:0%
developers and the response we should
 

00:11:53.110 --> 00:11:55.230 align:start position:0%
developers and the response we should
get<00:11:53.230><c> you</c><00:11:53.529><c> know</c><00:11:53.709><c> presenting</c><00:11:54.309><c> them</c><00:11:54.610><c> with</c><00:11:54.850><c> this</c>

00:11:55.230 --> 00:11:55.240 align:start position:0%
get you know presenting them with this
 

00:11:55.240 --> 00:11:57.540 align:start position:0%
get you know presenting them with this
is<00:11:55.509><c> always</c><00:11:56.050><c> very</c><00:11:56.379><c> enthusiastic</c><00:11:57.069><c> so</c><00:11:57.189><c> basically</c>

00:11:57.540 --> 00:11:57.550 align:start position:0%
is always very enthusiastic so basically
 

00:11:57.550 --> 00:11:59.579 align:start position:0%
is always very enthusiastic so basically
all<00:11:57.790><c> the</c><00:11:58.240><c> people</c><00:11:58.509><c> say</c><00:11:58.629><c> how</c><00:11:58.839><c> can</c><00:11:59.019><c> I</c><00:11:59.110><c> help</c><00:11:59.350><c> of</c>

00:11:59.579 --> 00:11:59.589 align:start position:0%
all the people say how can I help of
 

00:11:59.589 --> 00:12:01.590 align:start position:0%
all the people say how can I help of
nominees<00:12:00.220><c> sake</c><00:12:00.550><c> how</c><00:12:00.819><c> can</c><00:12:01.029><c> we</c><00:12:01.180><c> help</c><00:12:01.420><c> for</c>

00:12:01.590 --> 00:12:01.600 align:start position:0%
nominees sake how can we help for
 

00:12:01.600 --> 00:12:03.150 align:start position:0%
nominees sake how can we help for
instance<00:12:01.839><c> nitrile</c><00:12:02.559><c> my</c><00:12:02.649><c> company</c><00:12:03.009><c> has</c><00:12:03.100><c> a</c>

00:12:03.150 --> 00:12:03.160 align:start position:0%
instance nitrile my company has a
 

00:12:03.160 --> 00:12:05.309 align:start position:0%
instance nitrile my company has a
program<00:12:03.639><c> called</c><00:12:03.879><c> natural</c><00:12:04.269><c> gifts</c><00:12:04.569><c> where</c><00:12:05.170><c> we</c>

00:12:05.309 --> 00:12:05.319 align:start position:0%
program called natural gifts where we
 

00:12:05.319 --> 00:12:07.949 align:start position:0%
program called natural gifts where we
give<00:12:05.499><c> developers</c><00:12:06.160><c> and</c><00:12:06.939><c> the</c><00:12:07.240><c> employees</c><00:12:07.870><c> in</c>

00:12:07.949 --> 00:12:07.959 align:start position:0%
give developers and the employees in
 

00:12:07.959 --> 00:12:11.280 align:start position:0%
give developers and the employees in
general<00:12:08.379><c> five</c><00:12:09.059><c> days</c><00:12:10.059><c> a</c><00:12:10.360><c> year</c><00:12:10.509><c> to</c><00:12:10.839><c> volunteer</c>

00:12:11.280 --> 00:12:11.290 align:start position:0%
general five days a year to volunteer
 

00:12:11.290 --> 00:12:14.429 align:start position:0%
general five days a year to volunteer
want<00:12:11.949><c> projects</c><00:12:12.339><c> of</c><00:12:12.430><c> their</c><00:12:12.550><c> choice</c><00:12:12.790><c> and</c><00:12:13.439><c> and</c>

00:12:14.429 --> 00:12:14.439 align:start position:0%
want projects of their choice and and
 

00:12:14.439 --> 00:12:16.439 align:start position:0%
want projects of their choice and and
also<00:12:15.189><c> in</c><00:12:15.490><c> as</c><00:12:15.610><c> a</c><00:12:15.639><c> company</c><00:12:16.000><c> we</c><00:12:16.029><c> can</c><00:12:16.209><c> put</c><00:12:16.360><c> the</c>

00:12:16.439 --> 00:12:16.449 align:start position:0%
also in as a company we can put the
 

00:12:16.449 --> 00:12:17.610 align:start position:0%
also in as a company we can put the
resources<00:12:16.540><c> behind</c><00:12:16.990><c> it's</c><00:12:17.259><c> right</c><00:12:17.410><c> and</c><00:12:17.529><c> I</c><00:12:17.589><c> think</c>

00:12:17.610 --> 00:12:17.620 align:start position:0%
resources behind it's right and I think
 

00:12:17.620 --> 00:12:21.059 align:start position:0%
resources behind it's right and I think
a<00:12:17.829><c> lot</c><00:12:17.860><c> of</c><00:12:18.870><c> companies</c><00:12:19.870><c> in</c><00:12:20.139><c> the</c><00:12:20.649><c> area</c><00:12:20.829><c> and</c>

00:12:21.059 --> 00:12:21.069 align:start position:0%
a lot of companies in the area and
 

00:12:21.069 --> 00:12:23.460 align:start position:0%
a lot of companies in the area and
beyond<00:12:21.459><c> have</c><00:12:21.790><c> this</c><00:12:22.449><c> kind</c><00:12:22.689><c> of</c><00:12:22.809><c> programs</c><00:12:23.199><c> right</c>

00:12:23.460 --> 00:12:23.470 align:start position:0%
beyond have this kind of programs right
 

00:12:23.470 --> 00:12:25.199 align:start position:0%
beyond have this kind of programs right
so<00:12:23.709><c> so</c><00:12:24.160><c> potential</c><00:12:24.730><c> there</c><00:12:24.910><c> is</c><00:12:24.970><c> a</c><00:12:25.000><c> lot</c><00:12:25.180><c> of</c>

00:12:25.199 --> 00:12:25.209 align:start position:0%
so so potential there is a lot of
 

00:12:25.209 --> 00:12:26.850 align:start position:0%
so so potential there is a lot of
resources<00:12:25.569><c> and</c><00:12:25.809><c> individual</c><00:12:26.410><c> time</c><00:12:26.589><c> you</c><00:12:26.769><c> know</c>

00:12:26.850 --> 00:12:26.860 align:start position:0%
resources and individual time you know
 

00:12:26.860 --> 00:12:28.470 align:start position:0%
resources and individual time you know
in<00:12:27.009><c> your</c><00:12:27.370><c> spare</c><00:12:27.670><c> time</c><00:12:27.730><c> you</c><00:12:28.120><c> can</c><00:12:28.240><c> choose</c><00:12:28.449><c> to</c>

00:12:28.470 --> 00:12:28.480 align:start position:0%
in your spare time you can choose to
 

00:12:28.480 --> 00:12:30.809 align:start position:0%
in your spare time you can choose to
build<00:12:28.809><c> a</c><00:12:29.079><c> pet</c><00:12:29.500><c> store</c><00:12:29.740><c> under</c><00:12:29.980><c> bed</c><00:12:30.129><c> rails</c><00:12:30.370><c> or</c><00:12:30.670><c> you</c>

00:12:30.809 --> 00:12:30.819 align:start position:0%
build a pet store under bed rails or you
 

00:12:30.819 --> 00:12:32.939 align:start position:0%
build a pet store under bed rails or you
can<00:12:31.029><c> help</c><00:12:31.240><c> with</c><00:12:31.509><c> Adam</c><00:12:31.870><c> in</c><00:12:32.170><c> Scotland</c><00:12:32.709><c> spark</c>

00:12:32.939 --> 00:12:32.949 align:start position:0%
can help with Adam in Scotland spark
 

00:12:32.949 --> 00:12:35.340 align:start position:0%
can help with Adam in Scotland spark
right<00:12:33.279><c> and</c><00:12:33.519><c> we</c><00:12:33.670><c> hope</c><00:12:33.850><c> that</c><00:12:33.879><c> we</c><00:12:34.750><c> can</c><00:12:34.870><c> enable</c><00:12:35.290><c> you</c>

00:12:35.340 --> 00:12:35.350 align:start position:0%
right and we hope that we can enable you
 

00:12:35.350 --> 00:12:37.740 align:start position:0%
right and we hope that we can enable you
but<00:12:35.529><c> you</c><00:12:35.649><c> know</c><00:12:35.800><c> Adam</c><00:12:36.550><c> and</c><00:12:36.759><c> spark</c><00:12:37.180><c> is</c><00:12:37.360><c> not</c><00:12:37.540><c> pet</c>

00:12:37.740 --> 00:12:37.750 align:start position:0%
but you know Adam and spark is not pet
 

00:12:37.750 --> 00:12:39.389 align:start position:0%
but you know Adam and spark is not pet
store<00:12:38.019><c> right</c><00:12:38.319><c> like</c><00:12:38.439><c> that</c><00:12:38.649><c> everybody</c><00:12:39.309><c> in</c>

00:12:39.389 --> 00:12:39.399 align:start position:0%
store right like that everybody in
 

00:12:39.399 --> 00:12:41.280 align:start position:0%
store right like that everybody in
sounds<00:12:39.730><c> you</c><00:12:39.790><c> know</c><00:12:39.850><c> how</c><00:12:40.420><c> you</c><00:12:40.480><c> can</c><00:12:40.720><c> buy</c><00:12:40.899><c> cats</c><00:12:41.170><c> and</c>

00:12:41.280 --> 00:12:41.290 align:start position:0%
sounds you know how you can buy cats and
 

00:12:41.290 --> 00:12:43.079 align:start position:0%
sounds you know how you can buy cats and
dogs<00:12:41.470><c> not</c><00:12:41.860><c> everybody</c><00:12:42.309><c> understands</c><00:12:42.819><c> how</c><00:12:43.029><c> are</c>

00:12:43.079 --> 00:12:43.089 align:start position:0%
dogs not everybody understands how are
 

00:12:43.089 --> 00:12:46.710 align:start position:0%
dogs not everybody understands how are
you<00:12:43.269><c> you</c><00:12:43.899><c> are</c><00:12:44.319><c> identified</c><00:12:44.949><c> mutations</c><00:12:45.009><c> so</c><00:12:45.720><c> what</c>

00:12:46.710 --> 00:12:46.720 align:start position:0%
you you are identified mutations so what
 

00:12:46.720 --> 00:12:49.710 align:start position:0%
you you are identified mutations so what
do<00:12:46.930><c> we</c><00:12:47.050><c> need</c><00:12:47.230><c> to</c><00:12:47.290><c> do</c><00:12:47.709><c> collectively</c><00:12:48.540><c> how</c><00:12:49.540><c> can</c><00:12:49.689><c> I</c>

00:12:49.710 --> 00:12:49.720 align:start position:0%
do we need to do collectively how can I
 

00:12:49.720 --> 00:12:51.660 align:start position:0%
do we need to do collectively how can I
go<00:12:49.930><c> about</c><00:12:50.139><c> providing</c><00:12:50.740><c> these</c><00:12:50.980><c> developers</c><00:12:51.459><c> with</c>

00:12:51.660 --> 00:12:51.670 align:start position:0%
go about providing these developers with
 

00:12:51.670 --> 00:12:55.049 align:start position:0%
go about providing these developers with
resources<00:12:52.149><c> and</c><00:12:52.540><c> let's</c><00:12:53.079><c> say</c><00:12:53.370><c> what</c><00:12:54.370><c> if</c><00:12:54.550><c> let's</c>

00:12:55.049 --> 00:12:55.059 align:start position:0%
resources and let's say what if let's
 

00:12:55.059 --> 00:12:56.699 align:start position:0%
resources and let's say what if let's
say<00:12:55.120><c> you</c><00:12:55.240><c> have</c><00:12:55.420><c> a</c><00:12:55.449><c> you</c><00:12:55.660><c> know</c><00:12:55.809><c> a</c><00:12:55.990><c> thousand</c>

00:12:56.699 --> 00:12:56.709 align:start position:0%
say you have a you know a thousand
 

00:12:56.709 --> 00:12:57.960 align:start position:0%
say you have a you know a thousand
developers<00:12:57.100><c> in</c><00:12:57.220><c> your</c><00:12:57.309><c> disposal</c><00:12:57.759><c> which</c><00:12:57.879><c> i</c>

00:12:57.960 --> 00:12:57.970 align:start position:0%
developers in your disposal which i
 

00:12:57.970 --> 00:12:59.990 align:start position:0%
developers in your disposal which i
think<00:12:58.029><c> you</c><00:12:58.179><c> will</c><00:12:58.389><c> give</c><00:12:59.079><c> them</c><00:12:59.230><c> the</c><00:12:59.350><c> trajectory</c>

00:12:59.990 --> 00:13:00.000 align:start position:0%
think you will give them the trajectory
 

00:13:00.000 --> 00:13:04.650 align:start position:0%
think you will give them the trajectory
and<00:13:01.620><c> basically</c><00:13:02.620><c> but</c><00:13:03.490><c> for</c><00:13:04.000><c> now</c><00:13:04.089><c> you</c><00:13:04.149><c> can</c><00:13:04.449><c> have</c>

00:13:04.650 --> 00:13:04.660 align:start position:0%
and basically but for now you can have
 

00:13:04.660 --> 00:13:07.019 align:start position:0%
and basically but for now you can have
them<00:13:04.870><c> through</c><00:13:05.139><c> you</c><00:13:05.379><c> know</c><00:13:05.500><c> spare</c><00:13:05.889><c> time</c><00:13:06.220><c> and</c><00:13:06.579><c> can</c>

00:13:07.019 --> 00:13:07.029 align:start position:0%
them through you know spare time and can
 

00:13:07.029 --> 00:13:08.669 align:start position:0%
them through you know spare time and can
if<00:13:07.120><c> you</c><00:13:07.209><c> will</c><00:13:07.300><c> have</c><00:13:07.449><c> partial</c><00:13:07.990><c> time</c><00:13:08.499><c> of</c>

00:13:08.669 --> 00:13:08.679 align:start position:0%
if you will have partial time of
 

00:13:08.679 --> 00:13:10.739 align:start position:0%
if you will have partial time of
thousand<00:13:09.100><c> developers</c><00:13:09.579><c> nights</c><00:13:10.209><c> and</c><00:13:10.420><c> weekends</c>

00:13:10.739 --> 00:13:10.749 align:start position:0%
thousand developers nights and weekends
 

00:13:10.749 --> 00:13:15.030 align:start position:0%
thousand developers nights and weekends
and<00:13:11.050><c> and</c><00:13:11.199><c> an</c><00:13:11.829><c> open</c><00:13:12.100><c> source</c><00:13:12.449><c> set</c><00:13:13.449><c> up</c><00:13:13.629><c> what</c><00:13:14.410><c> how</c>

00:13:15.030 --> 00:13:15.040 align:start position:0%
and and an open source set up what how
 

00:13:15.040 --> 00:13:18.299 align:start position:0%
and and an open source set up what how
what's<00:13:15.459><c> the</c><00:13:15.579><c> most</c><00:13:15.699><c> effective</c><00:13:15.999><c> way</c><00:13:16.420><c> to</c><00:13:17.319><c> utilize</c>

00:13:18.299 --> 00:13:18.309 align:start position:0%
what's the most effective way to utilize
 

00:13:18.309 --> 00:13:21.329 align:start position:0%
what's the most effective way to utilize
you<00:13:19.120><c> know</c><00:13:19.329><c> these</c><00:13:20.170><c> thousand</c><00:13:20.740><c> developers</c><00:13:21.189><c> how</c>

00:13:21.329 --> 00:13:21.339 align:start position:0%
you know these thousand developers how
 

00:13:21.339 --> 00:13:23.040 align:start position:0%
you know these thousand developers how
do<00:13:21.399><c> you</c><00:13:21.579><c> structure</c><00:13:21.819><c> their</c><00:13:22.120><c> work</c><00:13:22.329><c> how</c><00:13:22.839><c> would</c>

00:13:23.040 --> 00:13:23.050 align:start position:0%
do you structure their work how would
 

00:13:23.050 --> 00:13:25.049 align:start position:0%
do you structure their work how would
you<00:13:23.079><c> structure</c><00:13:23.709><c> the</c><00:13:23.740><c> community</c><00:13:24.309><c> hub</c><00:13:24.550><c> so</c><00:13:24.879><c> we</c>

00:13:25.049 --> 00:13:25.059 align:start position:0%
you structure the community hub so we
 

00:13:25.059 --> 00:13:25.530 align:start position:0%
you structure the community hub so we
can

00:13:25.530 --> 00:13:25.540 align:start position:0%
can
 

00:13:25.540 --> 00:13:28.350 align:start position:0%
can
kind<00:13:25.810><c> of</c><00:13:26.430><c> separate</c><00:13:27.430><c> tasks</c><00:13:27.880><c> publish</c>

00:13:28.350 --> 00:13:28.360 align:start position:0%
kind of separate tasks publish
 

00:13:28.360 --> 00:13:30.749 align:start position:0%
kind of separate tasks publish
interesting<00:13:28.990><c> things</c><00:13:29.310><c> what</c><00:13:30.310><c> are</c><00:13:30.459><c> the</c><00:13:30.579><c> good</c>

00:13:30.749 --> 00:13:30.759 align:start position:0%
interesting things what are the good
 

00:13:30.759 --> 00:13:32.310 align:start position:0%
interesting things what are the good
starting<00:13:31.329><c> points</c><00:13:31.660><c> will</c><00:13:31.810><c> this</c><00:13:31.899><c> community</c>

00:13:32.310 --> 00:13:32.320 align:start position:0%
starting points will this community
 

00:13:32.320 --> 00:13:35.189 align:start position:0%
starting points will this community
resource<00:13:32.620><c> okay</c><00:13:33.579><c> so</c><00:13:33.639><c> I</c><00:13:34.240><c> think</c><00:13:34.480><c> what</c><00:13:34.930><c> would</c><00:13:35.079><c> be</c>

00:13:35.189 --> 00:13:35.199 align:start position:0%
resource okay so I think what would be
 

00:13:35.199 --> 00:13:38.420 align:start position:0%
resource okay so I think what would be
amazing<00:13:35.529><c> is</c><00:13:36.009><c> if</c><00:13:36.820><c> we</c><00:13:37.149><c> could</c><00:13:37.360><c> get</c><00:13:37.570><c> everyone</c>

00:13:38.420 --> 00:13:38.430 align:start position:0%
amazing is if we could get everyone
 

00:13:38.430 --> 00:13:41.699 align:start position:0%
amazing is if we could get everyone
doing<00:13:39.430><c> Kegel</c><00:13:39.940><c> style</c><00:13:40.180><c> competitions</c><00:13:40.990><c> releasing</c>

00:13:41.699 --> 00:13:41.709 align:start position:0%
doing Kegel style competitions releasing
 

00:13:41.709 --> 00:13:44.040 align:start position:0%
doing Kegel style competitions releasing
their<00:13:41.860><c> code</c><00:13:42.130><c> and</c><00:13:42.490><c> putting</c><00:13:43.269><c> their</c><00:13:43.389><c> code</c><00:13:43.420><c> onto</c>

00:13:44.040 --> 00:13:44.050 align:start position:0%
their code and putting their code onto
 

00:13:44.050 --> 00:13:47.129 align:start position:0%
their code and putting their code onto
platforms<00:13:44.860><c> that</c><00:13:45.459><c> are</c><00:13:45.579><c> really</c><00:13:45.880><c> easy</c><00:13:46.120><c> to</c><00:13:46.509><c> you</c>

00:13:47.129 --> 00:13:47.139 align:start position:0%
platforms that are really easy to you
 

00:13:47.139 --> 00:13:49.559 align:start position:0%
platforms that are really easy to you
know<00:13:47.170><c> integrate</c><00:13:47.740><c> into</c><00:13:48.009><c> large</c><00:13:48.279><c> like</c><00:13:48.639><c> you</c><00:13:49.420><c> know</c>

00:13:49.559 --> 00:13:49.569 align:start position:0%
know integrate into large like you know
 

00:13:49.569 --> 00:13:51.809 align:start position:0%
know integrate into large like you know
enterprise<00:13:50.050><c> style</c><00:13:50.410><c> environments</c><00:13:50.740><c> mm-hmm</c><00:13:51.550><c> so</c>

00:13:51.809 --> 00:13:51.819 align:start position:0%
enterprise style environments mm-hmm so
 

00:13:51.819 --> 00:13:53.970 align:start position:0%
enterprise style environments mm-hmm so
if<00:13:52.269><c> they</c><00:13:52.569><c> could</c><00:13:52.779><c> do</c><00:13:52.959><c> their</c><00:13:53.139><c> code</c><00:13:53.410><c> and</c><00:13:53.680><c> in</c>

00:13:53.970 --> 00:13:53.980 align:start position:0%
if they could do their code and in
 

00:13:53.980 --> 00:13:55.650 align:start position:0%
if they could do their code and in
Scotland<00:13:54.430><c> spark</c><00:13:54.730><c> the</c><00:13:54.850><c> first</c><00:13:55.089><c> time</c><00:13:55.329><c> that</c><00:13:55.360><c> would</c>

00:13:55.650 --> 00:13:55.660 align:start position:0%
Scotland spark the first time that would
 

00:13:55.660 --> 00:13:58.050 align:start position:0%
Scotland spark the first time that would
be<00:13:55.720><c> excellent</c><00:13:56.250><c> even</c><00:13:57.250><c> if</c><00:13:57.339><c> they</c><00:13:57.459><c> just</c><00:13:57.639><c> implement</c>

00:13:58.050 --> 00:13:58.060 align:start position:0%
be excellent even if they just implement
 

00:13:58.060 --> 00:13:59.790 align:start position:0%
be excellent even if they just implement
their<00:13:58.180><c> algorithms</c><00:13:58.630><c> and</c><00:13:58.810><c> other</c><00:13:58.959><c> languages</c><00:13:59.560><c> and</c>

00:13:59.790 --> 00:13:59.800 align:start position:0%
their algorithms and other languages and
 

00:13:59.800 --> 00:14:01.590 align:start position:0%
their algorithms and other languages and
then<00:13:59.889><c> other</c><00:14:00.069><c> developers</c><00:14:00.670><c> can</c><00:14:00.910><c> come</c><00:14:01.149><c> and</c><00:14:01.360><c> re</c>

00:14:01.590 --> 00:14:01.600 align:start position:0%
then other developers can come and re
 

00:14:01.600 --> 00:14:03.180 align:start position:0%
then other developers can come and re
implement<00:14:02.019><c> them</c><00:14:02.199><c> in</c><00:14:02.350><c> scholar</c><00:14:02.620><c> spark</c><00:14:03.069><c> that</c>

00:14:03.180 --> 00:14:03.190 align:start position:0%
implement them in scholar spark that
 

00:14:03.190 --> 00:14:06.210 align:start position:0%
implement them in scholar spark that
would<00:14:03.339><c> also</c><00:14:03.459><c> be</c><00:14:03.639><c> excellent</c><00:14:04.680><c> but</c><00:14:05.680><c> I</c><00:14:05.920><c> think</c>

00:14:06.210 --> 00:14:06.220 align:start position:0%
would also be excellent but I think
 

00:14:06.220 --> 00:14:09.300 align:start position:0%
would also be excellent but I think
getting<00:14:06.339><c> more</c><00:14:06.610><c> people</c><00:14:06.810><c> participating</c><00:14:07.810><c> in</c><00:14:08.310><c> in</c>

00:14:09.300 --> 00:14:09.310 align:start position:0%
getting more people participating in in
 

00:14:09.310 --> 00:14:13.470 align:start position:0%
getting more people participating in in
the<00:14:09.880><c> competitions</c><00:14:10.540><c> that</c><00:14:10.690><c> exist</c><00:14:11.110><c> and</c><00:14:11.889><c> also</c><00:14:12.480><c> you</c>

00:14:13.470 --> 00:14:13.480 align:start position:0%
the competitions that exist and also you
 

00:14:13.480 --> 00:14:15.990 align:start position:0%
the competitions that exist and also you
know<00:14:13.600><c> generating</c><00:14:14.290><c> new</c><00:14:14.440><c> competitions</c><00:14:15.160><c> which</c><00:14:15.880><c> i</c>

00:14:15.990 --> 00:14:16.000 align:start position:0%
know generating new competitions which i
 

00:14:16.000 --> 00:14:17.730 align:start position:0%
know generating new competitions which i
think<00:14:16.060><c> is</c><00:14:16.269><c> going</c><00:14:16.480><c> to</c><00:14:16.540><c> be</c><00:14:16.569><c> you</c><00:14:17.470><c> know</c><00:14:17.589><c> there's</c>

00:14:17.730 --> 00:14:17.740 align:start position:0%
think is going to be you know there's
 

00:14:17.740 --> 00:14:19.530 align:start position:0%
think is going to be you know there's
going<00:14:17.860><c> to</c><00:14:17.949><c> be</c><00:14:18.009><c> a</c><00:14:18.100><c> lot</c><00:14:18.310><c> of</c><00:14:18.370><c> you're</c><00:14:19.329><c> going</c><00:14:19.480><c> to</c>

00:14:19.530 --> 00:14:19.540 align:start position:0%
going to be a lot of you're going to
 

00:14:19.540 --> 00:14:20.850 align:start position:0%
going to be a lot of you're going to
have<00:14:19.660><c> to</c><00:14:19.810><c> get</c><00:14:19.899><c> a</c><00:14:19.959><c> lot</c><00:14:20.170><c> of</c><00:14:20.199><c> like</c><00:14:20.470><c> you</c><00:14:20.829><c> know</c>

00:14:20.850 --> 00:14:20.860 align:start position:0%
have to get a lot of like you know
 

00:14:20.860 --> 00:14:22.350 align:start position:0%
have to get a lot of like you know
government<00:14:21.490><c> approval</c><00:14:21.850><c> for</c><00:14:22.060><c> this</c><00:14:22.180><c> you're</c>

00:14:22.350 --> 00:14:22.360 align:start position:0%
government approval for this you're
 

00:14:22.360 --> 00:14:24.150 align:start position:0%
government approval for this you're
going<00:14:22.449><c> to</c><00:14:22.540><c> have</c><00:14:22.720><c> to</c><00:14:22.870><c> get</c><00:14:22.990><c> patients</c><00:14:23.410><c> that</c><00:14:23.860><c> agree</c>

00:14:24.150 --> 00:14:24.160 align:start position:0%
going to have to get patients that agree
 

00:14:24.160 --> 00:14:26.550 align:start position:0%
going to have to get patients that agree
to<00:14:24.310><c> release</c><00:14:24.430><c> their</c><00:14:24.790><c> data</c><00:14:25.029><c> and</c><00:14:25.180><c> you</c><00:14:26.079><c> know</c><00:14:26.199><c> open</c>

00:14:26.550 --> 00:14:26.560 align:start position:0%
to release their data and you know open
 

00:14:26.560 --> 00:14:28.769 align:start position:0%
to release their data and you know open
ways<00:14:27.060><c> there's</c><00:14:28.060><c> a</c><00:14:28.120><c> lot</c><00:14:28.269><c> of</c><00:14:28.300><c> work</c><00:14:28.449><c> to</c><00:14:28.630><c> be</c><00:14:28.660><c> done</c>

00:14:28.769 --> 00:14:28.779 align:start position:0%
ways there's a lot of work to be done
 

00:14:28.779 --> 00:14:31.230 align:start position:0%
ways there's a lot of work to be done
but<00:14:29.110><c> getting</c><00:14:29.410><c> more</c><00:14:29.589><c> people</c><00:14:29.910><c> trying</c><00:14:30.910><c> out</c><00:14:31.120><c> their</c>

00:14:31.230 --> 00:14:31.240 align:start position:0%
but getting more people trying out their
 

00:14:31.240 --> 00:14:33.120 align:start position:0%
but getting more people trying out their
ideas<00:14:31.660><c> on</c><00:14:31.899><c> these</c><00:14:32.050><c> data</c><00:14:32.319><c> sets</c><00:14:32.529><c> and</c><00:14:32.769><c> trying</c><00:14:33.040><c> to</c>

00:14:33.120 --> 00:14:33.130 align:start position:0%
ideas on these data sets and trying to
 

00:14:33.130 --> 00:14:35.430 align:start position:0%
ideas on these data sets and trying to
make<00:14:33.220><c> discoveries</c><00:14:33.610><c> and</c><00:14:34.120><c> trying</c><00:14:34.389><c> to</c><00:14:34.630><c> you</c><00:14:35.410><c> know</c>

00:14:35.430 --> 00:14:35.440 align:start position:0%
make discoveries and trying to you know
 

00:14:35.440 --> 00:14:37.710 align:start position:0%
make discoveries and trying to you know
just<00:14:36.069><c> also</c><00:14:36.519><c> just</c><00:14:36.910><c> getting</c><00:14:37.149><c> the</c><00:14:37.240><c> plumbing</c><00:14:37.600><c> to</c>

00:14:37.710 --> 00:14:37.720 align:start position:0%
just also just getting the plumbing to
 

00:14:37.720 --> 00:14:39.090 align:start position:0%
just also just getting the plumbing to
work<00:14:37.870><c> and</c><00:14:38.110><c> you</c><00:14:38.440><c> know</c><00:14:38.470><c> like</c><00:14:38.889><c> you</c><00:14:39.069><c> said</c>

00:14:39.090 --> 00:14:39.100 align:start position:0%
work and you know like you said
 

00:14:39.100 --> 00:14:42.629 align:start position:0%
work and you know like you said
contributing<00:14:39.910><c> to</c><00:14:40.089><c> a</c><00:14:40.389><c> demand</c><00:14:41.319><c> no</c><00:14:41.980><c> avocado</c><00:14:42.399><c> and</c>

00:14:42.629 --> 00:14:42.639 align:start position:0%
contributing to a demand no avocado and
 

00:14:42.639 --> 00:14:44.699 align:start position:0%
contributing to a demand no avocado and
these<00:14:42.760><c> other</c><00:14:42.940><c> tools</c><00:14:43.209><c> just</c><00:14:43.600><c> getting</c><00:14:44.290><c> that</c><00:14:44.380><c> data</c>

00:14:44.699 --> 00:14:44.709 align:start position:0%
these other tools just getting that data
 

00:14:44.709 --> 00:14:47.280 align:start position:0%
these other tools just getting that data
movement<00:14:45.130><c> stuff</c><00:14:45.639><c> you</c><00:14:46.360><c> know</c><00:14:46.480><c> before</c><00:14:46.959><c> even</c><00:14:47.170><c> the</c>

00:14:47.280 --> 00:14:47.290 align:start position:0%
movement stuff you know before even the
 

00:14:47.290 --> 00:14:49.500 align:start position:0%
movement stuff you know before even the
data<00:14:47.589><c> science</c><00:14:48.069><c> aspect</c><00:14:48.279><c> of</c><00:14:48.699><c> it</c><00:14:48.850><c> I</c><00:14:49.029><c> think</c><00:14:49.180><c> those</c>

00:14:49.500 --> 00:14:49.510 align:start position:0%
data science aspect of it I think those
 

00:14:49.510 --> 00:14:52.439 align:start position:0%
data science aspect of it I think those
are<00:14:49.540><c> all</c><00:14:50.040><c> important</c><00:14:51.040><c> and</c><00:14:51.550><c> this</c><00:14:51.699><c> is</c><00:14:51.880><c> the</c><00:14:52.089><c> area</c>

00:14:52.439 --> 00:14:52.449 align:start position:0%
are all important and this is the area
 

00:14:52.449 --> 00:14:54.090 align:start position:0%
are all important and this is the area
we<00:14:52.750><c> shall</c><00:14:52.899><c> lot</c><00:14:53.050><c> of</c><00:14:53.170><c> that</c><00:14:53.290><c> engineers</c><00:14:53.800><c> can</c><00:14:53.980><c> know</c>

00:14:54.090 --> 00:14:54.100 align:start position:0%
we shall lot of that engineers can know
 

00:14:54.100 --> 00:14:55.650 align:start position:0%
we shall lot of that engineers can know
very<00:14:54.310><c> well</c><00:14:54.490><c> all</c><00:14:54.880><c> right</c><00:14:55.089><c> so</c><00:14:55.209><c> I</c><00:14:55.240><c> think</c><00:14:55.300><c> that</c><00:14:55.569><c> can</c>

00:14:55.650 --> 00:14:55.660 align:start position:0%
very well all right so I think that can
 

00:14:55.660 --> 00:14:57.389 align:start position:0%
very well all right so I think that can
be<00:14:55.839><c> an</c><00:14:55.930><c> entry</c><00:14:56.170><c> point</c><00:14:56.199><c> for</c><00:14:56.500><c> a</c><00:14:56.560><c> lot</c><00:14:56.589><c> of</c><00:14:56.709><c> guys</c><00:14:56.949><c> here</c>

00:14:57.389 --> 00:14:57.399 align:start position:0%
be an entry point for a lot of guys here
 

00:14:57.399 --> 00:14:59.910 align:start position:0%
be an entry point for a lot of guys here
how<00:14:57.910><c> is</c><00:14:58.089><c> the</c><00:14:58.180><c> top</c><00:14:58.360><c> the</c><00:14:58.480><c> data</c><00:14:58.630><c> pipelines</c><00:14:59.110><c> right</c>

00:14:59.910 --> 00:14:59.920 align:start position:0%
how is the top the data pipelines right
 

00:14:59.920 --> 00:15:01.680 align:start position:0%
how is the top the data pipelines right
so<00:15:00.220><c> this</c><00:15:00.639><c> is</c><00:15:00.790><c> great</c><00:15:01.029><c> so</c><00:15:01.420><c> we're</c><00:15:01.569><c> looking</c>

00:15:01.680 --> 00:15:01.690 align:start position:0%
so this is great so we're looking
 

00:15:01.690 --> 00:15:03.960 align:start position:0%
so this is great so we're looking
forward<00:15:02.019><c> to</c><00:15:02.170><c> your</c><00:15:02.260><c> token</c><00:15:02.589><c> well</c><00:15:02.740><c> configure</c><00:15:03.250><c> for</c>

00:15:03.960 --> 00:15:03.970 align:start position:0%
forward to your token well configure for
 

00:15:03.970 --> 00:15:05.939 align:start position:0%
forward to your token well configure for
the<00:15:04.180><c> developers</c><00:15:04.630><c> to</c><00:15:04.779><c> collaborate</c><00:15:05.260><c> with</c><00:15:05.560><c> Frank</c>

00:15:05.939 --> 00:15:05.949 align:start position:0%
the developers to collaborate with Frank
 

00:15:05.949 --> 00:15:08.550 align:start position:0%
the developers to collaborate with Frank
and<00:15:06.130><c> John</c><00:15:06.399><c> and</c><00:15:06.699><c> get</c><00:15:07.690><c> this</c><00:15:07.839><c> field</c><00:15:08.290><c> moving</c>

00:15:08.550 --> 00:15:08.560 align:start position:0%
and John and get this field moving
 

00:15:08.560 --> 00:15:09.840 align:start position:0%
and John and get this field moving
forward<00:15:08.889><c> we</c><00:15:09.069><c> have</c><00:15:09.279><c> the</c><00:15:09.430><c> new</c><00:15:09.579><c> committee</c>

00:15:09.840 --> 00:15:09.850 align:start position:0%
forward we have the new committee
 

00:15:09.850 --> 00:15:11.340 align:start position:0%
forward we have the new committee
resource<00:15:10.180><c> called</c><00:15:10.389><c> open</c><00:15:10.689><c> genomics</c><00:15:11.079><c> at</c><00:15:11.199><c> i/o</c>

00:15:11.340 --> 00:15:11.350 align:start position:0%
resource called open genomics at i/o
 

00:15:11.350 --> 00:15:14.069 align:start position:0%
resource called open genomics at i/o
will<00:15:11.920><c> published</c><00:15:12.310><c> all</c><00:15:12.490><c> the</c><00:15:12.610><c> links</c><00:15:12.970><c> there</c><00:15:13.180><c> so</c><00:15:14.019><c> if</c>

00:15:14.069 --> 00:15:14.079 align:start position:0%
will published all the links there so if
 

00:15:14.079 --> 00:15:15.900 align:start position:0%
will published all the links there so if
you<00:15:14.170><c> want</c><00:15:14.319><c> to</c><00:15:14.410><c> participate</c><00:15:14.560><c> join</c><00:15:15.519><c> our</c><00:15:15.730><c> mailing</c>

00:15:15.900 --> 00:15:15.910 align:start position:0%
you want to participate join our mailing
 

00:15:15.910 --> 00:15:18.929 align:start position:0%
you want to participate join our mailing
list<00:15:16.620><c> follow</c><00:15:17.620><c> the</c><00:15:17.949><c> discussions</c><00:15:18.550><c> and</c>

00:15:18.929 --> 00:15:18.939 align:start position:0%
list follow the discussions and
 

00:15:18.939 --> 00:15:21.030 align:start position:0%
list follow the discussions and
hopefully<00:15:19.630><c> we'll</c><00:15:19.750><c> get</c><00:15:19.930><c> this</c><00:15:20.079><c> whole</c><00:15:20.319><c> committee</c>

00:15:21.030 --> 00:15:21.040 align:start position:0%
hopefully we'll get this whole committee
 

00:15:21.040 --> 00:15:23.459 align:start position:0%
hopefully we'll get this whole committee
going