I'm delighted to introduce Dr Paul Medvedev
from Penn State University.

Proud to suit his Ph D.

from the University of Toronto and

he did a shot Distin does
a post doc do you see as David.

And he's been a bit straight ever since
he's a faculty in two departments they're

computer science and engineering and
also biochemistry and

molecular biology he's a rising star and
by informatics received.

In his peers do you want to laid
the foundations for the use of growing but

I would buy it at a good neighbor and
Dobson genome Assembly has done a lot of

influential work already in the area
of genomics He also directs.

The Penn State competition in biology and
by informatics Center just under

that genomics Institute So
please join me in coming under it.

Thank you.

Thank you and their faith thanks for.

Coming here today.

I was.

A sense of depth of the audience so
how many of you.

OK I will say this is broadly speaking.

I would.

Hand them over what I would not.

Only three to five OK So
only one of them let me get started.

Salute to do whatever I do this for
a large part of it and

serve it with you know.

All of the things genomes.

In our general other.

Car good things but for
the purposes of this article really for

all our researchers America
you know the strings

over the door before her for
a little bit we

know one of those are very emotional
structure and timeless just rock.

But it is for the basis for our.

Own life.

And I wasn't going to
genome probably organisms.

Can tell a lot by all those blogs are the
basis for a lot of now Street questions

you might ask I just listed some here
are very difficult if you want to look so

you know we should do philosophy
photos of different species or

of our marriage really one of
the standards are the seas it is

you want to understand
he's rushing your protein.

Drugs always good news you
need the starting point.

You know.

Unfortunately there's no way
to just sequence the genome.

To just get a string of
getting to then you know see.

What it said recently called
the skull sequence in that particular

whole genome Charlie.

And what it does is he and

I load struction it takes samples
of short substrate from the key.

You know.

And it tells you if there's a sauce for.

This or
this is a secret it's coming somewhere and

you know but you don't know exactly
know nor where it's coming.

And you take many of these
samples just to give you a sense

didn't you know of three
billion base pairs.

Of samples of all agreed.

Under two hundred base pairs and
you might get.

Few billion.

Now from this from this or
from Asia and would like to reduce for

the original you did good business
good use of the reasons for

either of you saw when you were there or
will are.

You know where they're coming
from without the Oscar gold for.

Good this is or it's just the start of
your technology and more of it last.

I guess already been ten years the.

Top of their generation
sequencing has been around.

It was really a breakthrough
because it dramatically lower

the price of sequencing.

Increased throughput sequencing
this is now i'm very big with this.

And one of our methods for.

Genome soundly is the problem.

Of getting a set of release that we're
sequence from one of the genome and

we've constructed in other words
a sample for you know and.

I'll stick with this for
our situation where you.

Have a reference to your bill like
if you see was one of the individual

human individual or in our records
of another human individual or

some of that becomes a much
bigger problem here.

We're borrowing you know or
something probably I'm so

it's a used piece he's really you know
it's a it's an individual oldster

it's very near a soft truer the sort
of there that he doesn't know you.

Are somebody there are for a very long.

TIME One of the one of the classical.

Our paragraphs a long long time article.

Twenty years so it's rather to feel that.

All our work is in the other night
I want to make sure that I mean I

like that there's still a little
relieved charge just before and

I put four up here one is to handle it or

to leave the I mentioned cancer earlier so
that if you see birds

who are trying out different salt and
are very different you know or the.

Softer.

Cancers So you take a sample which is
really it's really a mix of whatever you

wish to start with you have on the side
that are good it's not one of the.

Men So you want to or
you or somebody wants to.

Know it's a problem.

That there is the sequencing to Gargi
itself there are different data types are.

A lot of what our role is a little
bit of a company that just

reads There are other companies that have
different policies and maybe our breeds

that are lower there are shorter than I
would ever hear about these need to be to.

Finally sort of the group
that I pursue this is

this is something that's always
remains it still remains a charge.

And probably scale Bill.

As I mentioned this ecology is a big
deal with it as you're doing a lot of

the things seen with us that our
lives that were perfectly fine for

just nine months get.

Lost or talking our way out how
you can solve this problem.

I don't very basic level we try
to avoid the problem there's

the solution as it comes to restrain.

We got into this like how to reason it
means that you have to give every reader's

a source that is the dinner
was over that you know so

you're a guest of one of
the genome This should get a nose.

The problem with this
correlation of course

it's it's under the under divided so.

There's actually a bit maybe kind of.

One thing like doing your
science is you look for

a loop with a minimal little
solution in this case you want to

formalise the problem finding
the middle way through.

That this also and I'll just go for

the critical arsenal that just sort
of the simplest solution is probably

the right one in this case I called
out to have a good sort of solution.

Now a couple of problems over this for
ISSUE one is that it's going to be hard

to be good I like the leaders of
the bush to be exactly the same.

But there we go with it we can
get around our practice but

the more serious problem is classical.

So really needs are our region
of the genome that are good for

them more than once so that it would be.

An entirely by the Middle East through
which you can actually prove for a lot.

Without release you can never get
more than one they're still doing

good in the War of the ones who just made
the superstrings order without you the.

First intuition that you.

Prove this one.

Fortunately the genome is for
everybody not just these are only.

Our biological need to be there so
that they do peter out.

Now to join in on these charges or.

These matters have been proposed to more
or less adopted the support of everyone.

To live there rather than go on to do
families want are street drugs and

one of the programs that
are like the word drugs just

to say this is the alarm
where I will say it was also.

I didn't fire the righteous
with example here.

For you.

And you have three
reasons that are readily.

Here and
I really doubt they're the center.

Of the road rather than.

Those are the gamers of the.

Cambridge just the sort of straight away.

And this example tables.

Came with two so you can see the scene
because I know it's needed to go on the.

Edges and
then divided by over lost or playing.

This case or out while.

He sees hears normal are.

A person who likes to feel.

All right but if you and
I would of course.

You do the right.

Word for us.

So why why we use these graphs for the so
called either one of the author of the.

The first ones to walk right.

Well it's in the Stronger Than up
their original genome this guy

corresponds to walk around because you
can if you look like you've interviewed

a really let's say give you this that is
a filing of over a lot of papers this is

to see is he that will be a walk
in the sending of the original.

As long as it is on as you know the errors
which this assumes and you have enough

reads to cover everything that you
know you will have seen on the first.

Walk that covers every birth.

And moreover it should really cover every
reader least once every reading law should

be a sour water solution and the same idea
that we want to do the Silver Spring.

Now would you for
a league of all our guests or readers are.

By the first walking in the world or out
of that contains the reach of the sun so

that it's very similar in structure to the
first three three problems that we have

we still have the surest and dish it out
but it's so strictly talked about was.

Doesn't have really nice to have to
leave this I would repeat fighting

all the way through the just to the.

Before with a sort of restraint you could.

You can create a story whenever
you want you have no constraints

on what you could risk here you're
constrained to walk along the road so

that economy constrained by only
using good immersive highly data

there's a there's a little cheating
just cut out for the purpose.

Of this story it's the whole story means
and be harder by that we can overcome that

but we do have an alternate version
of the formulation wish things it is

the same sure as what the rug
boil instead of requiring that

every reader's aside why are we
wired every vertex here's what.

We heard in dish.

Because of this condition we also
can solve the problem on time.

Even though you know we all we might
have a solution that the kids read.

But it was of this contained became.

So that it's a nice compromise.

And the so
are the remaining five zero on the.

Problem so.

Is this how I was under the car in
them and then it's always a problem

dancer is no good and
this is the the problem is that

there's one there's more than one author
more reconstruction than solution.

One of the one I started out published and
I mean as for

the oil problem of solution so here's a
here's another example just to illustrate

why you have to grapple here part of the
ground here is the part of the graph you

know you have this little part which
you know goes for a lot of ground but

it has these two balls and if you
wander over its coverage why are you

allowed to walk through the sky whites
to cover both up and out of the bottom.

You have a choice right you can either
go through the our own Bible and

go through the fire marks or
you could go to our own backyard top.

To give you.

Both optimal solutions there
are shortages and fire using most.

You could think no other opposition
very cheery a little likely that

both of these solutions to all
be really awful for what we are.

But they're different so
how do you know it works without.

It practice some of the don't like
trying to be conservative there are just

our to do the same right.

So they are were able to exist are
structures that the summer sure about for

another year this blowhard would
be a party for the dialogue and

the generals who are just out
with this and your politics and.

On the other hand.

Are.

Theoretical good reason continue
to study this all this formulation

which I resent about finding the best
you know construction and our.

Neighbors are in this list
as well it's a kind of

it's a kind of Sharia thing when you're
you know you've adopted the model and

then you kind of become
blind to the movie.

The media says because you think well
you know the hours are heard there so

maybe this is the finest lodestar book but

in retrospect when you really think
about this it were viruses it was this

were serious so when you realize
that darkness is tomorrow so

this is this I wanted to try to reform
earlier this period to see how it.

Was to be did meet closer
to what was done prior.

Just to the side of the school ocean of.

What is the right question to formally
when you're modeling the problem

are all the music of
your science that needs.

To get cut off a little bit but.

It's a it's an educational question.

And there were the total of part of the.

Kind of walks you through
in the traditional way or

are you would come up with
the right with the right of.

Getting back to this problem.

Our time to reform at
least one of the spoils.

That there's a result they
want to sort of let's let's

make it out to be pretty serious
in fifty three definition.

Don't come to the suddenly just
our political goals straight.

That that means so

stream assume it is a guaranteed to be
a substrate OK Gene on reconstruction.

No matter no matter which one
it's always going to be and

I'm sure some of the are either going to
be are the artists and we want to say.

Also called sound so

every bit every output stream you
say I would like to be complete so

anything very strong that is
saying would like to do the.

Right and the right isn't going to
Greece is just one system out of the.

Public.

So I lingered and.

Giving it credit I LOL Now technical
definition of the poem do good

in the neighborhood meaning more than we
want to see on the site just these types

of graphics but also others like stream
graphs of the becomes more I recall.

Formulation but
I'll leave that for the people.

This notion is not completely new
Actually we look back over issues of

mine and realize.

You're right in part also
will briefly looked at

this notion of our getting out
of you know restructuring but.

Things that are safe and it the media
covers some of the relations for

only doing under different
models of the theory is for.

The kids to be reformulated the virulence
he was done prior to this to solve

problems the unity government of this
really didn't mean the mean are going to

go to the bottom of course so
unity is a remarkable power where.

There's a vital power like this one where

basically all the doors are of the why
do you want out of that one out so.

The first the first guy or
the one in the last.

That's immunity and
you get We'll show you our.

Problem was showing it on fire go
though we didn't see all of it.

That are getting out of which power and
all you need to do is save.

The reason for lies if you think
that by your spirit instruction and

walking past are all the words you
saw as our way it has to get here

that when it has no choice right
it must do so on it's all and

only that it might go over
dealt with it has to do this.

It turns out though that our
examples are surely this not at

this hour the Snark So
if you can manage it here and I.

Owe it to the blue guys our unity.

Don't you imagine that there is.

Hardly grout from here to here
that said it all out here about.

It here then you know that.

When you go through here it's our morning
if you go around here at some point you'll

have to leave it will have to be this way
so as you leave your problems this guy.

Here So
you actually know that it's a safe.

And that's not the.

Bottom line is the better
you think this time.

We came up.

With you or called on the two
younger than we find all on the to.

Do you know in our own two
years it's like you did it

it's all you know find everything all
the seats for so it's not a problem.

And the key here was to characterize it
exactly those walks that are first five

states here.

I don't read the definition but
I'll just sort of show up or

show those who use a walk and
one of those to do the sort of meeting.

You check for every do for
if you were to sit on.

If you want to keep if you want to get
the right words like perfect you can opt

out of this kind of situation where you
first thing you do get off the walk

you get a ten yard at last thing
you do if you get on that walk.

If you have that in you that's a tough for
a bit of.

An opportunity to hear how some guys walk
in the right to the left it would like to

either get off here but
then go all the way to the beginning of

the bridge by getting more go
all the way into their first.

And what we should remember is that
this is our motives are exactly

correspond to the same strengths and
that we can find these I'm going to.

Go the.

Purpose for this are not trivial but
I want I want to get into here.

We need a little regard should
prove this on our it was not for

us to order in the times
we spoke of were sitting.

Around the top most of her.

Predecessor and
as the number of no's rather than.

Our So here are the results
the simulation results and

I want to stress over there and work
out who this is are his results are for

an idealized community a dataset
that the social value me and

our model and make by the socialist to.

Two to be able to work out theory so

we assume there are no errors in the reeds
there are no gaps in coverage is.

The genome a circular
it was a single stroke.

But you know the point I guess
we want to see if you would for

this case if it were the results
of our efforts are there for.

The hearing we try to differ and
it is that is because

you know many humans you know I would
compare you to do not want to so

I just look around we
compare the numbers it's.

Our Or that but
never the less I meet it and

hours later there's a significantly
higher level of peace that is but

before we get too excited.

Look at the size and
this is the expected size.

It's a measurement that So there's a if I
choose the right only going in the genome

and right you know you
look on your back with it.

Because doubt that ours is
a leg is kind of a little bit

bytes so the expected sizes turn out
at night neither do very much and

when you look at it we realize of
course about it is that we were.

Combined guarnteed were fine
it was shortly getting.

Together but they were quite long
it took so long it takes for

just translate directly to i wanted
me to do a standard a little bit but

they were all really joining too big for
me to get so that's why the seaside.

Changed.

This is still a lot more than worth it and
I think.

The current work is to miss
the seed of the Spirit translates

rights trying to remove these assumptions.

Because something.

With him.

Going back.

To the Certainly.

He did this idea reformulating
the problem you see you aren't

inserted into this goes through or
are your results in something for longer.

Being able to recover the order right.

Side aspect which I want to
talk about it still do it.

And still believe the tale the sellers
can relieve me of food for

the soul wonders what
are the really large kiddo.

And the other large religion
of the birds for the summer.

Or you might.

Be more to the good stuff these are full
of dimensions of skill building that.

We want to trust and so
the bottleneck for for this work is for

the usual the right of fire and also
the memory usage to do by weight and for

parameter selection is just a part
of it no we don't usually go for

selection in this way but
you know if you do it's created for

you right now really takes an hour but

if you know you're such a priority
it is to set try to meet different.

Values for the parameters in order to get
your results that it's not a good hour and

stating you know what day or
hour alone time.

So that you can fight the how
well those are the eight round or

selection that you can also scale.

Or.

Just good you give a vision
of the memory you cite.

Good American These are sort
of corresponds to our church

in years scale fires are small and

sure you bigger than the bigger fires have
a wider range from it Soul Food Mart so

if you look at every usage of the cereal
suddenly you're talking about

where you get which you know
a good thing it just argued or

maybe not ALL YOU NEED IT WAS ONLY for
example runs like this but

in doing the mailing list only minor error
by ground fire by that's really pushing.

Boundaries it was all just
recently you know those are.

Then you get like the pine trees
only which is the point building

the Virgin dollar and I.

Told you so.

To forty three terabytes.

I'm sure Peter could
really do this really.

My argument is that none of this is
necessary yes to you guys we're going to

give you that was all this part of it is
that these problems are actually things

are not good enough to be that challenging
and if we first part of our arms would run

in the dust while we can run my nose
made a million or so require this.

I'm.

Sure that is.

So what is Alyssa Souther do because you.

Only talk about.

Really good find unity the first stuff
you take to read the New Cambridge cult.

Leader by all gamers we become.

The first then you go to grab
the sluices find those you need to

replace the unit a bicycle that.

We have used examiner for other stuff so

I won't get to do that here I wanted
to draw your attention to the stylist.

Your dataset the symbol really.

Is a pyramid you might start
with the four of you the price.

I think a workout do you get down to
three quarters and I got tired here.

And there you have.

So you don't want to start
with oil we want to address

the parts first that's
what we are really forced.

To work we want to what
it would put their.

Own.

Work out of it or work on that and
there is a really fast Hello.

Over the.

So we tackle the next hour which is.

The size of.

The we developed the store called
The Call it would be called to

do this part of the old medley.

Now what's the challenge here it seems
like a very easy problem here certainly

an argument for
a graphical chip you need to identify.

Anything related by air or
the first is that it should be.

I don't remember or
never show unity we can buy.

Things that visit one in one out which for

Paris means that a lot of guys want
out of the right guy and one of.

Them might our guys here and me but
it was cold here that we could

contact those guys together so
they said Jesus is here.

And that we would be so then we're like
OK we're going back to get together.

Again.

This is where the production.

Data size out because here
you guys get laid here and

I thought this was you know I
hate mind's eye characters or

story or
is it when you version really is for

the first or
last night just one of her very.

So this is a because I was.

Pretty.

Sure.

The problem delivering this is
you have to load all the crap.

For them and order.

The hollow to do is to
purchase the courtesy

lorries British and American want to.

Run.
Are you are the.

Actually British.

And we know the huge need for additional
amounts of small size of the ground

we can fertilize this so
I load the sounds good the problem

is how are we how do we make
this British system this is the.

Essential question.

The problem is if you if you look
here if you're looking locally or

through worst is it looks like
OK this guy was what I was what.

We did this.

But if there are other.

Parts of the graph which you didn't
see then maybe you should not have.

The support that you see all of
our neighbors of this guy and

all that endeavors of the guy before
you make a decision on whether.

Or not.

Someone who needs it isn't even good or
living less than a good neighbor is buying

a life in my wrist warmer or
right in my house why didn't your lot.

So you know however as I
told her that it is normal

in my smile that means the right in my
eyes one word is the same as a lot of.

Pride.

And eat and
eat burgers that our neighbor this guy was

our will start with the same minus and

ending coming in to hear what and
with this just by virtue of being.

So it's enough for decision that will be.

Our memory you know the tradition
all over the city state the facts.

There were true.

Putting it all everything
we need to look for me.

So we can take this I mean I try to make
it our own which is partly a good hour

let's see where it takes us let's
create a British bridge gate minus one.

Now or whatever what it.

Averts has the same level and
write it minus one.

Binary column but it is possible.

For those marginal cases all we want
to do is double digit for it meaning.

So discredits I said for
the cases where the Left and

Right in mind is one of the same that
we just put out in the British put up

words in the British like their.

Chances of there are different.

Then which person should say this word
is gold and they're doing this or

this does all this verdict
could both British so.

They're all over traditions for
how to come back and fix the splitter.

But then we did.

SIR MICHAEL CLARKE The one
of the British in peril.

How good their goals
are on our boards of those

coming Martians to the final unity
because if you don't do as good.

As it is this group proves to be dark by
the way do we showed in the paper that

those double headers are always
goes good and are straight.

So we're used up to our vantage and
we have the strains of

the double gamers are always
a good loser the good guys are.

So the hour looks like this you start of
the kid murders you do this horrible.

You know you are you know with a parcel
because of these double double d's papers

and then they get so sick once or
the doctor are put to the ceiling to be

further sort of these guys who really
know this guy starts reading these

are the doctors here were so those who
are will be good together to give.

The problem with all of this years.

Almost all over the cities with double.

Here's a look here with us what to do.

And then the very thing is W.

you're essentially
saying I think the part.

To the people who are or
who want to get more work are.

We also doubling the amount
of good school in all of the.

Studies of the minimizer A B.

The middle managers are overpaid

taxes collected graphically
smallest over subsidies.

For our I was usually the first so.

Here's an example.

Our Here is your paper it was cited Well
it was to all we do is we look at all the.

Tumors and while that's like
a boisterous crowd with a smaller AC.

Just a minute might.

Say we're talking about the level you
might just want more of your car out alone

so this is hey we're we split the left and
I just whatever the right

it might just one or the left then right
through here is the right one there.

Is this.

Whole.
Did I was that most came with was

the same like the way.

So this gives us a way that other ways
British rock stars are fishing here to

the game I just want to work with British
or to the elder which is a bit of my.

Stuff with crude prose readers do good
by good position at first glance.

And so this model I will create space for
to the altercation forces that are out

there so there are we don't distribute
things or that before it's good to do

the minimizer is the same we just go with
whatever official or different double.

Put gas in the frame.

For the security to different British.

And because.

This is the this is going to be
good to be our good work and

I want to show some results.

Are we took three datasets or

a few minutes you know on which sure
really are some numbers for us and

this kind of you know it's crazy you know
which are really large twenty three would.

Be so for a little humor as you
know the heartland sixth graders

in one of the towers using
less than the kids around.

This is a reason for it so
that it's at the other girls schools are.

Run.

We ran up to the actual stuff to just you
know I say there are just a few hours.

But ninety years ago.

There was also not showing for years that
if you want to run another one process for

that then do around to just out of forty.

The smaller the space that comes from.

The thread.

I want to point is that it is in
our with a good way to on our way

to point zero it do just that mentally
we have run the risk that the.

Players are the largest Geno's
how we were going to get out of

the war was a good yard sale here.

Although it was it was one of three
months or so we were able to do that.

And so using it gets around.

The flip side of the.

Trip two days are very worth it if you.

Wish you a good.

Hour.

Rehearse which are truly there
are going to be hard for hours.

So.

If.

You don't you don't eat.

Right and finally get.

Voted out why.

Are people going to argue.

With you that.

You.

Were not saving.

You know we're right.

Here we are going to be.

Like yes Goodell.

Is.

Happy and we chose the age of
the interest of experience

where we're very often working want to
give the number of professions and.

So we want to with it.

Here's what.

I did it just for the gist of what.

This is so you know you missed
it in order for those we know.

Well I should mention also
today there was all of that.

Here and it blew through on.

The cold calls.

Well good luck.

Going back to the Marlins to the year one

zero zero zero zero So
that's I think that's kind of that's.

People see that under the rug you
know a lot of papers these are like.

He'll never get out and
you know it's very.

Tight.

So this suddenly we're going to
see this roll of the from here.

To the for about.

How long do you think this is her and
what is it with all those that play so

let's do it live let's do you know the to
do then straight away or the place

here's your scene of the car park
straight I do think he was your.

If you're going to just be the old you

that's what you're right you're probably
what you go on to get a little.

More money out of coverage available
if you find out there will be that.

Just doesn't cover all that
good upbringing because you.

Know when you go over there.

Then you might have an old alarm but

it might mean for sure and
if you do or the wonder are.

Two strings to release all of my lust and

it hurt your mother share it with
the bill or should you just get a.

General over the summer the whole
of this list could miss it and

the results would really.

Bring.

Out the full side release also ready for
anything we.

Really Are the heat and.

Bring the economy right.

Now or you can.

Do this can you discover the trail phrases
you'd like to make this bridge through for

Leaf welcome Chris Kate because for
work a cable car less.

But if you miss me you're
going to start this whole so

there is a good tradeoff there.

Yet it is that it's really good for
is that.

House clothes are the borderless
not going back to well

it's actually quite pricey if
I could if you were married.

And here you're right
it's a quality American.

You can see inside of
Boston all of the choices.

And this is just taking
the biggest say there's a.

Big dataset just fine all
of a sudden with all the.

So you have this flu more proud of her.

Husband sure isn't it it's
just that there's a good yes

a bit like pick a little over.

Five or you can be more if you have a
small you know you can actually try to for

the use of kids do that is one of them but
that's not going to work inside you know.

They're also form was based
on what you could produce.

Came with those formulas are based on
land or water mistakes which part of our.

Legs are counted in around you know so
you know which is a brand.

Dark color for
this purpose is very you know just quite.

So busy doable just.

So.

That the tool that we came up
with the slope goes dark and

I just it was dark and I was not seeing
interest research or cold fronts.

Right and she came up with a tool
called Cambridge and so are our.

Scholars are all was that if
you give your sound over.

For a good deal then you
will give you a better.

And one day easier for the value of a less

cowardly The number of distinct nodded or
in this case.

Your discovery or so if we do lose Gardley
this number not repeat not an erroneous

the stick came first and then it is
the biggest number the barrier somebody.

Am are are kind of lost besides
a groomer's a little bit but

it doesn't do doesn't mean you're right.

We just picked a good
match why is this the.

Snow.

The challenge is how to find a.

Good way we can do it is looking at a game
or at least so this is just showing.

Distribution of a road by this is near
the bottom of this hour for a period.

When you have this service should be for
you.

We get if we build this distribution just
for the data then we can make a model

of what this really is showing the draw
of the three fourths of the lot here so

the little blue distribution is
representing their own needs.

These are.

The areas they're going to be quite rare
they're yelling green which are a good

Daro used papers like I'm
probably not going to argue.

That we are at war in which it is
good news coming from the parks.

Are.

We in the finest hour or
less of this is a rather distribution.

Are you only fit this
model to the park today

to attend the paper value
while we do not come up with.

You story just part of the show.

But once we figure out.

What these girls are worth
they're answering the.

Final number of this thing you know.

It was easy just the area.

Yet.

You step off.

It.

So we were a little here's this
reality it was one and for

it for it it was for London to
find where the street really and.

The stage.

That we're trying to get all those thirty.

Zero six of those sort of Windows for.

The second challenge where the two
are gone in order to make this work is

the well I do you build this of my sister

the way one of the building enough
about what it was you came.

To do if you do to the county
you're our Those are your cable or

some other scale it's a function
bill of distribution Those are.

Forgetting that the new stars Well
we well I said it was five but

it was still would take an hour or
two hours but

we want to try it all it was
making our lives better here.

So we realized that we need to do
Cambridge not to build the suburban

the sister we just need to know
institute we lose our pretty good care

of each partly due to the shit local
distribution and for violence and

they are just used to sell where
we scan through the data but

we're on T.V.
We're only interested in some predefined.

Side of cameras we're going to count.

It's inside so

we can do our very articulately
troops just using I wish to go.

And from back to build our approximate
that journalists are just from

this really.

Care.

Since we published this is there
the group Institute to do this or

are the modeling sites you know
school was a bit of a game out that.

Prove that we followed up on the SR or

is it you are it was good that
you couldn't really go through

the start of the sampling strategy which
would have the quite straightforward.

If there was fighting for
a more sophisticated sound strategy which

this it didn't work careful that's
the bit they were able to cross to be

better than they were G.'s the truth.

But it took everything
included these two steps and.

Slightly And so

I want to show you the results we
did result for the for the Big Bird.

But actually the neighborhood rather
a bit more thorough evaluation it was

a lot of us going to do with it so
our first goal for.

What they DID THIS IS A one
gene along with it was trying

to do various other of these slightly
different salary here is that boys or

you measure it and you could hear
the suddenly and different values.

And it ran all the this out there for
these values probably part of.

It and the word of the lion for
a lot of life is the value that he or she.

Just did corresponds with what you get for
that's something.

That's so but even for

others owners now when I was a baby see
me like this one also did that about.

Others not exactly but
not too far from the others

into the valueless life and
I would just do the piece I already do.

You just.

Want to keep.

That was going through this
are going to get your life or.

Anything this is a bit.

This really projects.

Right good this is great your software

out it doesn't work all the hard
yards are near so good that it.

Doesn't produce a few good value it
actually yes actually able to tell

the good.

The deep haters of the people that are
doing so you know look at these values and

say Are you on the securities
You know she was the star but

it's not like there's
a look like this it's very.

It's so just for a school building
only just give you a true

picture challenge for
all of the good quality of life and

doing it in different dimensions so
you have occurred you know mix where

you take already settled you
know different speeds for

the street you want to hear it was
earlier on now you know I'm a lawyer and

you know parent who does some work.

Out of the population level you have a lot
of different individuals that your son.

You know Lindsay union or

some other market wish it's
the same species biologically.

Or cancer gene or
where do you actually see where there's.

Lots of different cells.

You want to sequence itself.

To look at that region there
will be no difference.

So this is their skin really isn't
just an issue and all these drugs but

also all of the other
they were able our own.

You know by the way we did for
a seventy year.

Old him to be so
it was it was I was there look.

Let's start.