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From YouTube: Translational Data Analytics for Environmental Health
Description
This data science roundtable explores translational data analytics for environmental health and what the application of sensors and cloud computing can do to address health disparities in the Southern United States.
Panelists were: Ayaz Hyder and Andy May of The Ohio State University; Dave Peden of UNC Chapel Hill; and Paul Kizakevich of RTI International.
For more information about the Data Science Roundtable series, visit bit.ly/SBDHroundtables.
A
All
right
good
afternoon
and
welcome
thank
you
for
coming
the
staff
I'm
dr.
Leah
Shanley
I'm,
the
coach
negative
director
date,
information
hub
here
at
University
of
North
Carolina,
Chapel
Hill
at
the
Renaissance
getting
into
business.
For
those
of
you
in
the
room.
We
ask
that
you
turn
off
your
phone
for
those
of
you
who
are
participating
on
webex.
We
ask
that
you
mute
your
mic
until
the
question
answer
session
starts.
You
don't
want
dogs,
barking
and
babies
crying.
B
C
A
D
B
A
F
A
Channel
we
have
our
deputy
director
of
the
Renaissance
computing,
introduce
dr.
jokes,
Kristen,
Murphy
and
four
distinguished
panelists
to
a
few
room
are
here
in
the
room
and
two
are
participating
on
webex
on
webex
we
have
dr.
Andy
may,
who
is
an
assistant
professor
in
the
department
of
civil
environmental,
genetic
engineering
and
the
college
of
engineering
at
Ohio,
State
University
to
Ohio
State.
His
main
research
focus
is
on
atmospheric
impacts
of
combustion
emissions.
Dr.
A
I,
a
tighter
is
the
assistant
professor
in
the
division
of
Environmental
Health
Sciences
in
the
College
of
Public
Health
is
affiliated
faculty
and
translational
data
analytics
at
Ohio
State.
His
research
focuses
on
understanding
the
role
of
multiple
determinants:
system
of
health
operating
at
multiple
levels
of
organization,
dr.
Peters,
who
is
here
to
my
left,
the
distinguished
professor
pediatrics
senior,
associate
Dean's
translational
research,
associate
care
for
research
and
medicine
chief
of
the
division
of
allergy,
immunology
and
rheumatology,
as
well
as
the
director
of
the
Center
for
Environmental
Medicine
as
an
among
biology
and
I.
A
F
F
A
And
is
currently
exploring
their
news
decision,
medicine
and
personalized
health
interventions.
So
with
that
I'd
like
to
hand
things
over
to
doc
to
a
show
to
moderate,
our
panelists
will
get.
It
started
with
five
minutes
opening
remarks
followed
by
some
moderated
questions
that
a
show
Khloe
weeds
and
then
we
will
open
it
up
to
roundtable
discussion,
not
just
here
in
the
room,
but
also
online,
so
Stephanie
you're
the
one
non
attrition
through
twitter
/
noon.
A
B
A
G
G
Going
to
be
talking
about
about
environmental
health
and
the
format
has
pms
25
minutes
or
so
for
publication
condition,
which
the
palace
and
ever
a
question
off-camera
somebody
will
be
able
to
find
and
give
us
a
hand
so
comfortable
with
the
right
order
to
have
come
off
and
I.
Think
that
is
going
to
be
Andy,
so
I
mean
you
are
now
in
charge.
I
don't
know.
B
B
C
B
The
services
collaborative
partnership
with
a
local
high
school,
Claire,
Davis
and
wrinkles
look.
It
is
just
outside
Saunders
to
utilize
a
low-cost
air
quality
sensors
to
monitor
traffic
related
air
pollution,
so
here
were
focusing
on
government
outside
of
the
nation's
autumn
particular
matter,
and
the
zoning
amendment
with
in
microwave
violence
across
the
school
district
attorney
capture
these
environments,
where
the
students
you
know
no.
B
Agreement
Irish
the
ranges
from
something
to
agenda
division,
which
is
accompanied
her
a
little
bit
12
and
a
little
bit
so
briefly,
decision
is
emptiness
who's.
What
our
office
on
sensors
for
my
father
was
no
apollon
about
their
energies,
helping
others
and
outcomes
and
wishing
ATM
centres
potentially
move
out
there.
The
central
computer
reserved
pirating
there
and
here
at
position
I
hope
nothing
is
entirely
focused
on
improving
the
technology
or
you
know
inhalation
residents.
There
are
lots
of
other
people
that
are
worth
money
very
well
and
catalog
is
right.
B
Around
retargeting,
regular
Charlie's
level
data,
but
theater
comprise
information.
Jus
local
residents
are
guarding
their
that
retail
and
so
the
royal
goodness
and
kindness
them
is
essentially
where
their
crime
bosses
are
many
days.
So
we're
working
on
trying
everything
more
on
they're
working
through
the
portal
of
Cheong
electronic
female
is
on
the
template
that
we
provided
for
now
that
we
have
no
part
of
and
actively
involved
with
their
district
administration,
and
our
inflation
is
exactly
what
schooling,
the
sort
of
thing
we
have
only
sensors
back,
you're
hired
for
calibration
and
the
claimant.
B
C
Thank
you
so
my
role
when
he
first
up
further
than
any
known
engineering
and
I
know
the
public
health
and
also
a
little
bit
about
handling
the
data
and
in
public
halls,
were
not
typically
trained
to
do
that.
We're
typically
trained
to
do
public
health
to
do
that,
genealogy
really
well,
and
so
we
have
out
of
the
conversion
that
we
have
is,
is
really
one
that
I'm
really
excited
about,
as
just
the
word
data
analytics
start
to
be
huge
outside
of
the
biocyph
department
within
schools
and
columns
of
Public
Health.
C
Some
time
ago,
about
concrete
kind
of
consequential
environmental
epidemiology
which
build
on
the
consequential
epidemiology
sometime
and
let
and
the
inspiration
is
really
coming
from
there
is:
how
do
we
in
public
college
mates
in
co
matter
shock
which
are
doing
this
work
in
hilliard,
where
I
actually
live
and
I
can't
go
to
school
and
we
go
the
products
and
we
go
around,
and
one
thing
about
villiers
actually
interesting.
Is
this
north-south
gradient
in
from
the
economic
side?
Another
interesting
thing
about
cleared
from
and
as
for
your
assessment
perspective,
is
that
it
north-south?
C
C
C
So,
if
we're
in
the
school
system,
we
can
create
a
website,
use
the
same
data,
but
displaying
different
types
of
Brock
means
this
full
time
series
plot.
Where
I
you
know
also
those
saying
we
might
be
able
to
create
more
social
forecasting
models
that
look
at
what
are
the.
Where
are
the
increased
risk
of
an
admin
observation,
for
example,
or
a
cardiovascular
outcomes
related
to
their
pollution
on
high
air
pollution
days,
based
on
the
real-time
data
as
it's
coming
in,
and
so
you
can
peep
attention
the
applications
of
this
integrating
with
you
know.
C
These
are
the
screen
which
the
physician
is
looking
at,
with
their
patients
or
TR
within
a
hospital
or
a
public
health
center
residuals
for
coming
and
minion
services
in
those
areas
to
say.
Oh,
you
know,
I
didn't
realize
their
pollution
that
or
the
in
warranty
or
a
very
local
level
of
air
pollution
and
what
measures?
What
mitigation
sergeant
can
I
teach
avoiding
areas
or
maybe
not
send
the
kids
out
that
day
or
specialist
there,
as
maddux
2
to
that
our
communities?
We
can
go
this
hunger
awareness
enters
our
solar,
blinds
economy.
G
H
Appreciate
the
opportunity
to
participate
in
a
roundtable,
my
clinical
specialties
are
pediatrics
and
allergy
and
immunology,
because
I
personally
take
care
of
our
asthma
any
number
of
our
diseases
and
also
diseases
remote
phone
to
increase
infection
to
clinical
immunology
aspects
that
the
underpinnings
of
that
specially
view
of
inflammation
and
that's
up
as
a
comeback
to
that
a
minute.
But.
H
But
what
we
need
is
a
better
understanding
of
how
environmental
factors
both
traditional
air
pollutants,
like
particles
and
ozone
impact
human
health,
whether
they
directly
cause
problems
or
whether
they
find
somebody
or
set
them
up,
so
that
with
a
second.
Yet
they
are
likely
to
have
a
chronicle
of
that.
So
from
you
know,
so
so
those
are
bits
of
information
we
need
as
a
doc.
H
I
can
tell
you
that
what
I'm,
probably
not
going
to
be
able
to
do
a
simple
front
of
computer
screen
and
assimilate
a
vast
array
of
information
treasures
still
that
into
actionable
information
and
I'm
a
research
stock,
which
means
you
know
most
of
my
time
is
spent
doing
research
if
I
were
actually
in
clinic
every
day
of
the
week
during
flu
season.
I'll
probably
be
asked
to
see
anywhere
from
20
to
patience
of
that
so
I'm
not
going
so
that's
what
the
data
analytics
come.
H
H
H
Know
in
terms
of
from
a
user
perspective,
I
think
that's
going
to
be
important
and
I
think
for
many
of
our
patients,
who
are
the
ultimate
users.
That's
going
to
be
important,
so
separating
signal
from
noise
from
the
user
perspective.
I
realized
that
a
lot
of
the
noise
of
necessary
noise-
and
it's
probably
music
today
to
people
but
to
me
I-
need
whole
notes,
not
succeed,
so
so
I.
So
so
that's.
H
H
Factor
the
other
because
of
my
research
is
still
I,
would
point
out
that
under
part
of
the
data
analytics
is
really
having
an
appreciation
for
what
the
epidemiology
tells
us
about
relationship
with
pollutants
and
environmental
factors
and
help.
It's
also
going
to
be
important
for
us
to
understand
the
timing
of
those
things.
There
are
the
effects
of
chronic
persistent
exposure
that
have.
H
Example
that
would
be
kids
growing
up
in
Los,
Angeles
and
say
looted
areas.
It's
very
clear
that
the
chronic
exposure
to
air
pollution,
one
growth
is
simply
lesser
force,
Bible
capacity
or
your
or
your,
where
your
horse
park
for
volume
at
one
second
will
be
less.
If
you
love
in
a
place
that
was
multiple
did
than
not.
However,
an
episode
of
asthma
or
an
episode
of
promise
will
occur.
Actually
trick
is
in
the
timing.
H
It's
not
going
to
be
immediately
after
the
exposure
for
most
people
going
to
be
within
a
8
and
24
to
48
hours
later
understanding
that
so
that,
if
I
knew,
for
instance,
that
my
patient
had
been
exposed
and
I
got
a
ping,
I
might
be
more
fun
to
say
you
might
want
to
use
some
additional
for
the
steroid.
Now,
because
did
you
realize
that
you
were
exposed
based
on
either
where
GIS
information
regionally,
where
they
were
or
if
they're,
actually
wearing
a
personal,
monitor?
H
The
personal
monitoring
service,
I
think,
is
really
important,
because
there
are
elements
both
the
indoor,
the
outdoor
environment,
that
are
or
man
you
can
know,
regionally
what
happens,
but
unless
you
can
calculate
the
activity
level
of
a
person
where
they
are
and
if
you're
going
to
recommend
changes
to
their
housing.
That
might
be
important
heed
to
know
what
the
dynamics
with
their
ipods.
So
they
have
a
lot
of
particles.
H
H
In
them-
and
you
know-
that's
no
best
digital
information
that
you
can
show
somebody,
but
so
it's
going
to
be
as
an
exciting
opportunity,
but
also
represents
significant
logistical
challenges.
I
think
that
we
have
to
put
all
that
together,
I've
been
fortunate
that
I'm
involved
my
true
day
job
is
to
see
how
their
political
x-bolt,
artificial,
external
storage,
leaves
at
the
commune
intervention
setting
on
you,
but
that
work.
H
H
G
I
I
F
I
F
D
E
D
E
D
I
People
you
information,
whether
health
intervention
or
maybe
basically
an
our
mental
intervention.
It
leads
to
a
health
innovation
and
a
few
slides
to
mention
that
platform
and
that's
kind
of
a
top
liberal
mobile
view,
and
we
use
out
of
a
soap
note
models,
subjective,
objective
measurements,
always
have
the
desire
for
objective
sensor,
measurements
from
possible,
as
an
engineer
are
really
likeable,
and
so
we
have
four
main
components
to
the
system.
You
know
instrumentation
for
taking
and
data.
We
have
a
in
the
green
area.
We
have
a
positive,
a
virtual
advisor.
This
is
really
an.
I
Part
that
would
take
that
evidence-based
models
or
rules
or
processes
to
look
at
the
data
that
are
coming
in
periodic
and
and
come
up
with
evidence-based
recommendation.
What
to
do
that
may
lead
to
certain
activities
which
could
be
health,
intervention,
self
health
interventions
or
advisories
go
shopping
windows
and
your
neighbors
burning
wood
to
the
system,
which
is
unusual
for
mobile
health
system,
which
is
scheduling
and
data
management.
So
we
built
in
essentially
a
scheduling
algorithm,
which
is
not
unlike
outlook
where
you
could
say:
I
want.
I
D
I
Aimed
at
reducing
symptoms
of
post-traumatic
stress
of
this,
this
will
help
out
the
same
that
purses
or
subclinical
posttraumatic
stress
another
PTSD
it
off
it
diagnosed.
They
might
use
this
app
and
then
the
app
might
help
them
determine
whether
or
not
they
should
go
see
before,
but
also
given,
like
stress
relaxation
other
things
they
can
good,
but
the
same
platform
to
be
when
we
used,
as
we've
done,
to
ask
environmental
data
for
the
national
information
on.
I
Is
14
by
his
pocket
or
where
the
concept
of
sensor
processing
most
people,
think
of
sensors.
The
thing
you're
going
to
put
out
here,
just
like
data,
we're
simply
that
paper
days,
but
you
know
where's
the
sensor
or
some
other
data
stream.
These
are
all
time
series
data.
As
with
engineer
time,
series
data
be
data
amount
of
process
to
supply
us
with.
So
we
now
appropriate
into
our
platform
a
scheme
up.
I
We
can
have
modules,
data
processing,
they're,
linked
together
by
xml
descriptors,
to
make
sensor
data
process
data
and
derive
three
measurements
in
real
time,
and
this
could
either
be
for
real,
relatively
a
lot
of
speed
physiological
data.
We're
here
we're
taking
also
a
data
processing
it
and
coming
up
variability.
Look
at
the
time
series
data
taken
once
a
day,
but
that
data
it
may
lead
to
sum
it
up,
one
processing
to
say:
okay,
this
person,
you
know
is
fpv
one
now
just
off
the
charts.
It
needs
to
do
something.
I
G
D
E
G
B
B
Committee
will
identify
with
generally
sewing
specifically
and
letting
that
during
summer,
though,
we
could
get
you
more
widespread
use
of
personal
umbrella
sent
to
this
gentleman.
So
we
can
share
her
out
with
me
doing
two
issues
in
the
first
in
two
o'clock,
so
we're
using
corn
for
local
factors
for
each
of
our
individual
calendars,
roughly
seventy
dollars
so
x,
3
and
I
Reverend,
my
computer.
B
B
B
So
there's
a
material
is
important
in
her
other
son
to
earth,
and
suddenly
she
to
me
is
new
tradition.
So
right
now
our
high
energy
revolution
oxide,
and
if
we're
talking
about
something
that
knowledge
back
to
senses,
carrier
and
other
words,
we
want
something
much
smaller.
You
can
break
out
on
the
wheel
cheek
on
TB
portable
making.
B
C
C
Public
houses
primarily
concerned
with
the
health
of
population,
health
of
vulnerable
population,
whether
we
put
some
of
them
a
graphic
variable
or
spatial
content
and
I,
think
you
can
measure
everything
about
everyone,
but
so
what
you
know?
How
do
we
actually
use
that
information
and
I
think
we're
still
in
public
health
and
epidemiology,
trying
to
figure
that
out?
You
know
what
you
know.
C
F
C
See
from
public
Allah
participation
xiety
are
primarily
in
terms
of
what
they
can
change,
what
they
can
monetize
being
whatever
regulatory
powers
that
they
have,
but
also
the
education
of
the
public
above
the
impact
of
air
pollution
on
current
population
and
then
creating
educational
tools
that
are
accessible
there
are
elevates
that
are,
could
actually
be
understood
by.
Basically
anybody
so
I
think
it
is
hard,
not
a
very
good
answer,
but
I
think
it
we're
still
trying
to
figure
this
out.
G
I
G
H
First
of
all
there
we
can.
We
can
have
a
large
discussion
about
the
regulatory
and
the
ethical
issues
of
environmental
data
from
from
various
sources
being
here
directly
into
the
health
care
record,
how
to
access
to
health
director,
how
you
use
it,
but
before
we
go
there,
I
actually
think
that
one
of
the
things
that
that
we
need
to
keep
in
mind
is
what
will
people
use?
How
much
do
they
want
to
be
monitored,
wants
to
monitoring
you
know,
I
and
and
and
also
are
any
devices.
H
G
H
H
You
need
a
van
lock,
on
the
other
hand,
for
people
with
chronic
inflammatory
disorders
where
things
change
over
hours
or
days,
you
may
need
much
less
frequent
data
assessments,
and
so
so
part
of
this
going
to
be
a
scenario
that
you
look
at
I
personally,
think
that
it
will
be
a
combination
of
personal
monitors
and
people
who
are
motivated
to
use
them
for
that
asthmatic.
You
may
well
want
that
kind
of
watch.
H
F
H
Behavior
and
desire
with
that,
but
I
I'm,
guessing
that
the
15
year
old
guy
with
asthma
may
or
may
not
want
to
wear
his
personal
hundred
all
the
time
it's
just
kind
of
like
he
doesn't
want
that
thing.
You
put
your
car
so
that
you
know
where
he's
driving
around
and
what
is
kinetically
so
so
I
think
I
think
the
human
factors
of
this
are
all
going
to
have
to
be
put
in
there.
I
do
think
that
there
are
two
ways
to
think
about
personal
laundry.
What.
F
H
B
G
I
Is
designed
to
this
work
thing
is
based
upon
our
history
and
experiences
playing
to
get
to
this
point.
I
think
that
is
well
I
do
want
to
call
up
with
them.
He
said
you
made
I
think
what
are
they?
It's
interesting
that
all
the
sensors
that
people
now
wearing
because
of
activity
and
exercise
because
help
it
I,
don't
seem.
F
F
I
H
H
How
many
of
you
have
helped
our
health
plans
now
that
require
you
to
either
a
test
to
not
being
a
smoker
or
three
to
do
smoking,
cessation,
which
I
actually
that's
a
great
thing,
but
you
may
disagree
with
that,
and,
and
you
take
it
a
step
further
and
you
now,
you
know
you'll
get
a
much
better
health
care
rate.
If
you
wear
this
monitor
that
tells
me
how
much
nicotine
you're
taking
in
every
day,
despite
how
you
filled
out
form.
H
No,
you
know,
I
think
I
think
we
have
to
put
in
the
psychology
in
the
marketing
and
understanding
what
people
use,
but
people
who
are
motivated
because
they're
scared
to
death
at
their
kids
are
going
to
have
an
attack.
They're
scary
they're,
going
to
have
an
attack
or
they've
got
elderly
parents
that
or
relatives
that
you
know
are
at
risk
for
Falls
and
simple
things
like
accelerometers
know,
there's
only
could
fall
and
whether
or
not
in
stress
which
is
a
major
issue
for
for
older
populations,
those
are
all
things
we
have
to
take
into
account.
H
I
I
H
G
E
F
F
F
That
was
the
people
who
do
pharmacological
research
has
to
put
into
the
fact
that
I
get
it
to
predatory
process.
They
also
have
to
make
those
it
usable
run
so
I'm
just
curious
as
to
hell
I
mean
in
essence.
The
environmental
factors
are
drugs
that
are
given
without
permission,
and
the
dosage
is
whatever.
D
On
the
audience
here,
11
comments,
so
you
know
there's
this
kind
of
a
meta
question
hearing.
That
is
how
to
make
the
most
rapid
progress
in
this
area
rather
than
having
everybody
just
kind
of
start
from
scratch
over
and
over
again.
So
the
NSF
cyber
physical
systems
program
that
supported
something
in
San,
Diego
called
City
sense,
where
the
head
built
griswold
at
the
Jacobs
School
of
Engineering,
has
built
personal
air
quality
monitors
that
they
claim
any
way.
D
H
H
H
So
not
everyone
just
remain
response
either,
which
is
dissenting,
but
the
point
is:
is
that
is
that
again
you
have
to
target
that
and
the
analytics
have
two
people
need
to
know
what
they're
going
to
actually
anticipation
now,
if
this
is
the
person
who
runs
every
day
and
they
are
and
they
are
preparing
for
a
marathon
on
sunday,
you
know
having
an
asthma
attack
or
two
during
the
training,
maybe
something
they
wish
to
avoid,
but
oftentimes
with
at
least
in
my
fence.
Now
my
public
health
probably
disagree
with
me,
but
I.
D
Don't
I
want
to
argue
about
the
details
of
it
I'm
your
existing
project
right,
you
have
been
making
good
progress
and
the
question
is:
how
does
one
it
really
good
scholarship
to
build
on
top
of
existing
project,
rather
than
kind
of
you
know
what
looks
like
starting
from
scratch
over
and
over
again,
which
is
kind
of
what
I'm
hearing
in
this
round
table
all
right?
How
do
you
you
know?
How
will
real
progress
be
made
as
a
community?
So
to
me.
H
This
is
a
more
philosophical
answer
than
a
technical
answer.
The
funding
models
have
to
be
such
that
people
can
get
aid
to
collaborate,
okay,
otherwise,
if
everyone's
competing
that
yeah
I
mean
you
know,
the
absolute
competitive
model
means
that
you
know
I
want
my
gizmo
to
look
better
than
your
gizmo
and
and
and
and
even
though
they're
the
same
pretty
similar
is
most
so.
F
H
Are
competitive
but
also
collaborated
like
the
space
program
going
to
the
moon
was
a
national
goal.
Lots
of
companies
got
made,
but
there
was
a
general
goal
and
everyone
kind
of
got
there.
Now.
I'm
not
sure
that
personal
monitoring
has
the
same.
Allure
is
getting
ruined
but
via
but
I,
I
think
that
comes
down
to
funding
agencies,
finding
clever
ways
to
get
people
with
similar
products,
and
then,
of
course,
the
big
prize
is,
if
you
could
have
happened
in
strike
direction
which
is
so
part
of
that
is,
is
the
hold
in
science.
C
Well,
I
think
that
there
are
plenty
of
problems
to
go
around
I
mean
when
I
got
into
doing
this
work
was
ND.
I
was
familiar
at
that
there
were
several
Brooke
who
are
building
textures
for
using
textured.
You
can
just
have
to
look
at
the
deletion
and
I
a
jet
conference
that
happens
down
in
the
Research
Triangle
and
they
halibel.
You
know
a
PDF
full
of
every
culture
personally
personally
presented
about
sensors
on
the
Canasta
professor
sliding.
C
The
question
that
I
asked
myself
before
I
get
into
this
or
parameters
and
grant
is
what
is
what
is
what
hasn't
been
done
or
what's
in
each
that
I
can
feel
and
the
nice
neither
ask
that
if
for
a
specific
population,
but
what
is
the
job
in
the
translational
knowledge
that
I
can
hide
until
I'm?
Not
a
computer
scientist
I'm,
not
engineer,
but
I,
know
how
the
health
and
I
know
a
little
bit
of
data
analytics.
G
F
A
A
I
Well,
they
are
thinking
about
mentioning.
Is
you
should
standard
Bluetooth
scanners
technology
I
mean
one
of
the
challenges,
while
these
disparate
research
groups
producing
one-of-a-kind
devices,
we've
done
this
ourselves,
a
personal
they
become
awesome
so
quickly,
but
be,
is
there's
haven't
been
any
standard
methodology
so
that
one
can
take.
You
know
devices
from
this
group.
This
group,
this
group,
together
in
community
a
lot
of
us
that
suffered
through
bluetooth
to
the
point
of
bluetooth,
for
the
dis.
I
B
I
B
I
F
I
D
F
It
was
a
bit
different
from
the
current
stream
of
conversation,
but
if
I
can
we
do
research
in
the
global
health,
international
development
and
in
thinking
about
this,
even
in
addressing
health
disparities,
stay
within
the
u.s.
down?
How
does
something
like
this
translate
to
low
resource
environment?
How
do
how
do
we
take
the
applications
of
the
technological
and
data
science,
innovations
that
we're
talking
about
today
and
then
translate
them
into
low
resource
environment
either
at
the
community
level
or
even
at
the
individual
patient
client
level
may
be
interested
some
papaya.
F
H
H
Trying
to
make
your
case
that
your
environment
is
is
not
going
to
use
with
the
health
and
you
get
some
kind
of
data
and
frankly,
whether
the
sensors
are
are
calibrated
at
the
level
where,
where
you
could
make
regulatory
change
or
on
that
or
whether
or
not
it's
a
it's
a
very
simple
device,
even
if
it
just
raises
the
question
that
forces
you
know
the
appropriate
people
who
make
it
more
nuanced.
What
I
think
that
can
be
very
helpful,
I
think
that
I
think
oftentimes,
you
know
engaging
the
citizen.
H
H
C
Presentation,
but
there
was
a
gathering
couple
weeks
ago,
acting
as
Honor
Flight
Center,
where
they
brought
together
as
those
who
work
with
satellite
data
and
your
quality
and
health,
and
it
was
a
presentation
given
by
the
name
of
the
person,
is
Jason
jabbour,
he's
a
regional
coordinator
for
the
human
EP
program
and
he
gave
a
talk
about
how
using
approximately
twelve
fifteen
hundred
dollar
sensors
in
Africa
to
do
some
community
outreach
and
education
in
those
resource,
/,
environment.
And
so
there
was
another
talk
by
some
of
the
UNICEF
representative
and
the
world.
C
Thank
You
men
on
using
sensors
in
filling
the
contents
of
all
satellite
data.
But
it
very
quickly
moves
towards
these
sensor-based
air
quality
monitors,
and
you
know
whether
they're
the
same
as
the
federal
reference
monitors
and
not
there
so
folks
in
the
EP
a--
there.
But
that
was
an
example.
I
think
where
those
who
are
working
international
remoteness
are
starting
to
see
how
the
sensors
can
be
used
to
build
trust
on
with
the
citizens.
F
G
F
G
F
D
G
Heard
you
say
that
there
is
a
need
for
algorithmic
approach
and
select
expand
on
that,
it's
time
to
see
what
you
meant
the
domain
there
looking
at
energy
aspects
of
that
one
is
just
calculating
in
a
pollution
either
using
low-cost
sensors
or
high
resolution
equipment
or
even
modeling.
That's
one
part,
and
the
second
I
can
think
of.
Is
that
silly,
the
mechanistic
effects
of
information
on
human
health
and
it's
our
data
Mattituck,
which
KOAT
to
the
side
instead
there's
a
need
for
other
well.
H
When
I
meant
by
that
it
will
automate,
it
might
be
a
better
way
to
put
it.
But
basically
you
know
individual
physicians
are
not
going
to
know
you
provide
exposure
data
in
one
screen
and
notation.
You
know
activities
in
another
screen
and
and
information
about
their
pharmacy
rio
by
habits
in
another
screen.
That
no
position
is
trying
to
do.
That
simply
will
not
happen.
H
So
there
needs
to
be
a
automated
data,
driven
whether
it's
outdoors
Nick,
if
that's
the
right
term,
but
there
needs
to
be
a
way
for
those
data
is
be
able
to
keep
in
line
together
and
it
will
probably
have
to
be
addressed
for
specific
diseases
or
individuals
that
have
multiple
diseases.
Now
you
can
talk
about
that.
A
lot
of
people
have
more
than
one
disease,
but
that
was
introduced
somewhat
automated,
so
that
I
need
on
myself
a
text
message
saying.
I
H
F
H
Risk
for
this
at
least
a
ping
need
to
look
into.
Have
my
staff
call,
or
is
she
okay?
Look
at
the
specifics
of
that,
but
we're
it's
going
to
need
to
have
the
data
from
all
these
things
put
together
in
a
way
that
human
beings
can,
you
know
better
charged
with
making
more
clinical
decisions,
whether
that's
a
physician
or
a
nurse
practitioner
or
a
clinical
social
worker
who's
charged
with
a
Malcolm,
but
somebody
who's
going
to
help
that
person
in
champion
that
will
get
a
distilled
cluster
of
information
make
use
of
it.
H
H
C
Don't
think
that's
going
to
happen
any
time
soon,
because
we
just
don't
have
the
tool.
Will
the
training
doodles
to
do
that?
I.
Think
I'll.
Advise
that
addition.
Colleagues
can
probably
help
a
lot
in
that
area,
but
even
then,
for
them
they're
painting
is,
is
infinitely
extended
not
on
what
was
there
is
not
from
proportional
I
think
that,
as
in
public
health,
we
need
to
take
a
bigger
role.
Otherwise
we're
going
to
end
up
I
fear
with
combination
of
different
factors
and
weight
and
how
the
day
has
brought
together.
G
D
If
you're
going
to
have
this
much
data,
so
I
use
that
r
ashwin
to
make
decisions.
It
seems
like
we're
suggesting
with
the
role
position
captioning
july.
In
fact,
it
may
not
be
implicated
today.
I
could
imagine
it
the
world
you're
describing
in
positions
more
become
that
ecologist,
then
dire,
not
sufficient.
Well,
we
have
all
the
instrumentation
I.
H
H
So
that
would
things
happen.
You
can
address
that
and
I
think
that
that's
going
to
happen,
but
I
also
think
there's
going
to
be
system
wide
healthcare
decisions
that
these
data
can
help
impact
as
well.
If
all
your
congestive
heart
failure
patients,
you
find
out
that
they're
from
a
couple
different
kinds
of
communities,
either
specific
communities
or
communities
with
certain
environmental
patterns,
you
may
find
that
again
discuss
back
dude.
H
The
remedy
for
those
people
may
not
be
more
lasix
or
another
presser
or
or
you
know
more
medication,
and
maybe
that
they
need
a
clean,
your
house
and
ultimately
helping
them
move
to
a
cleaner
house
may
actually
cost
the
insurance
company
less.
Then
then,
medication,
and
if
you
see
you
for
an
asthmatic,
this
calculation,
we
do
now
with
a
twenty-thousand-dollar
a
year,
biologic
therapies
for
asthma
versus
how
many
PR
business.
Do
you
prevent
with
that
before
you?
H
That's
a
wash
and
I
think
the
data
is
going
to
you're,
going
to
end
up
making
some
of
those
kind
of
calculations
and
how
the
data
is
employed.
You
may
find
that
helping.
You
know,
you
know
helping
people
live
in
cleaner
environments
or
doing
zoning
law
such
that
you
stay
away
from
certain
zoning
areas.
H
You
houses
are
built
within
a
certain
area
of
course,
then,
when
we
talked
about
that
another
issue
is
that
realtor's
may
not
like
that,
because
they,
you
know,
suddenly,
if
your
house
values
less,
because
you
find
out
that
you
live
in
I
adarian.
No
one
wants
to
live
there,
trying
to
sell
that
house.
That
would
be
really
inconvenient
so.
I
Well,
that's
certainly
a
good
objective
and
to
get
to
I
mean
you
have
to
have
these
these
pathologies
that
just
really
listen,
structuring
information
ways
of
relating
environmental
day
that
soon
to
the
related
help,
snacks
and
health
marketing
should
be
important.
There
are
a
network
schemed
about
those
were
collecting
research,
quality,
natives
data
and
there's
technology
is
my
food
to
helping
interface
to
that.
I
C
Well,
I've
been
involved
in
the
project,
that's
been
having
to
do
something
similar
for
food
environment,
and
you
know
what
I
equally
hard.
The
entire
cruise
is
revised
today
that
that's
right,
lyrics
initiative
and
when
I
talked
about
okay.
How
about
this
data
about?
You
know,
fool
there
where
it's
coming
from
and
where
manufacturing
and
processing-
and
you
have
all
this
information,
how
are
people
actually
is
going
to
use
it,
and
so
they're
usually
start
up
that
it
was
a
refrigerator.
C
C
Just
don't
know,
I
mean
so
there's
what
I
get
on
it
is
that
you
can
automate
a
lot
of
things
and
that's
really
why
we
want
allergies
without
computers
and
taking
this
data
and
set
out
a
provocation
or
intense
of
these
data,
so
we're
creating
those
dictionary
algorithm
but
from
a
health
perspective.
I,
don't
see
why
why
we
need
we're
at
it.
We
have
land
use
map,
so
those
are
categorized
and
so
I
think
when
algae's
are
only
helpful
in
cataloging
the
data,
but
I
don't
think.
G
G
G
C
That's
high
participation
initiative
called
the
is
called
Canadian
national
environmental
health
visitor
initiative
and
what
they're
doing
is
they're
bringing
data
from
all
over
Canada
from
all
types
of
environmental
exposures
together
for
the
ringing
in
the
air
pollution,
the
noise
Apollo,
the
land
use
the
built
environment.
All
of
that
and
that
so
I
think
oncologists
are
great
to
help
us
bring
that
data
together,
but
I,
don't
think
for
inline
idle
incremental
health.
C
F
F
A
F
B
F
That
affects
the
impact
being
and
so
then
suddenly
the
ontology
start
to
take
on
a
whole
different
life,
because
we
want
to
link
in
two
very
disparate
data
sources.
In
order
to
understand
how
you
know
your
genomic
information
and
how
much
water
you
drank
yesterday,
whether
or
not
the
cut
of
cheese
would
from
pasteurized
milk
or
not-
and
you
know.
F
C
So
that
stuff,
while
appearing,
is
not
people
wanted
to
know
about
media
types
or
microbial
mother
environment
and
they
have
specific
diseases
that
their
content.
Look.
We
had
a
physician
present
at
that
conference
and
she
said:
I
lay
her
everything
about
every
patient
who
comes
to
me.
I
do
all
of
their
genetic
I.
Do
all
of
your
microbiome
I.
Do
everything
online
and
I?
C
Think
if
you
do
that,
then
you
can
create
the
relationships
of
what
that
QR
code
and
the
and
the
analogies
that
it
is
the
data
that
it
is
that
it
contained
and
the
relationship
between
those
different
types
of
data.
I
mean:
what's
the
relationship
between
your
microbiome
and
genetic
makeup
and
your
family
background
and
your
where
you
grew
up
and
what
your
poverty
level
was
and
your
food
insecurity
and
how
we
don't
know
what
those
relationships
are.
We
know
barely
a
removable
relationship
to
action,
speeding
and
then
taking
that
to
our
current
creation
and
enough.
C
What
I
worry
is
that
we're
raising
these
these
decisions
on
data
that
that
we
haven't
first
collected
in
relationships
that
are
very
easy
to
begin
with
and
I
think
you
know
if
you
want
to
read
more
about
that.
There's
a
lot
of
the
Rosary
sent
gianna
on
discussion
officer
in
medicine,
initiative,
arguing
about
population
and
individual
level,
issues
that
time
is
not
I,
think
it's
well
intentions,
but
I
don't
think
we're
there
yet
I.
E
Eight,
you
get
here,
mrs.
Renata
and
the
other
code
that
you
rec'd
different
about
house
and
I
just
wanted
to
chime
in
about
the
precision
medicine
I.
Just
when
I
found
the
attention
open
and
first
image
and
I
hundred
percent
agree
that
we're
not
there
yet
was
making
the
types
of
connections
with
microbiome,
but
is
wonder
if
there
are.
There
are
some
parts
that
are
doing
this
in
essence
and
at
the
dr
level
it
may
be.
Very
countries
will
listen.
E
You
really
so
have
research
that
needs
to
be
done
and
in
data
storage
issues
with
keeping
all
that
information,
but
love
to
know
how
she's
doing
that
deposition
come,
but
as
soon
as
I
started,
footed
doing
that
for
a
large
sort
of
patients
around
a
particular
to
be
seeking
their
microbiome,
their
genetic
information
in
their
medical
history.
All
of
this
mana
toodles-
and
it
is
fine-
the
full
of
these
connections
and
major
pathways
that
they
didn't
know
were
involved
for
drug
development
excited
for
drug
development.
E
So
they
me
have
of
the
beginning
of
something
in
certain
specific
these
states
and
for
looking
at
interactions
across
faculties
that
could
translate
into
more
actionable
information
around
personalized
medicine
ain't
connecting
some
of
those
dots
in
a
way
where
each
position
isn't
the
first
isn't
on
them,
make
all
of
extensions
themselves.
So
yeah.
H
Having
said
that
they're
there
all
I
do
think
there
are
relatively
simple
majors
and
when
I
go
back
to
the
engineers,
I
work
with
and
wife
thing
and
people
start
imagining
all
kinds
of
things
you
can
get
and
I
said
you
know
what
you
could
just
simply
give
me
reliable,
pulse
temperature
blood
pressure.
You
know,
and
you
know,
like
real
basic
stuff.
You
know
in
a
device
that
Co
you
know
smaller
than
a
dime,
that
I
could
wear
unobtrusively
and
it
would
transmit
reliable
data.
I
don't
need
an
EEG
I,
don't
need
I,
don't
need.
H
A
lot
that
we
do
is
heat
stress,
you
know,
will
be
yeo
the
person
who's
going
to
play
offensive
tackle
doing
two-a-days
in
the
summer
when
they
fall
out.
That's
because
they're
dehydrated
and
that's
because
they
you
know
they
got
themselves
in
that
condition.
So
there's
some
very
straightforward
ways
where
the
majors
may
not
be
complicated,
but
the
technology
and
the
analytics
to
take
a
small
number
of
focuses
of
information.
Put
them
together
in
a
clinically
relevant
lake
could
be
a
very
important
place.
C
The
question
it
at
night:
this
really
is
a
good
question
and
I
think
that
the
simple
answer,
the
short
answer
is
insanity.
An
answer
as
well
is
that
you
know
that
you
real
point
about
it,
you
transparent
about
the
uncertainty
in
your
exposure
assessment
and
then
how
that
trickles
down
to
your
house,
tax
estimate
and
I
think
if
we
can
do
a
better
job
of
simply
communicating
that
we
do
have
uncertainties
are
the
most
multitude
of
ways
that
we
can
quantify
that
uncertainty
and
be
upfront
about
it
in
our
publications,
then
it
needs
off.
F
Environmental
health,
science
and
some
of
the
regulatory
agency
for
a
long
time
and
I
feeling
like
there's
a
teaching,
where
is
people
a
lot
of
environmental
health,
research,
the
audience
abilities
of
regulators
and
I'm
kind
of
feeling,
like
the
last
couple
of
years,
that
there's
a
dramatic
shift,
the
audience
now
being
more
published
and
viewing
the
public
as
consumers.
I.
G
H
Being
overlooked,
glaciers
again
that
I
work
a
lot
of
EPA
and
and
you're
absolutely
right
over
the
past
five
years
and
very
and
frankly,
over
the
past
two
years,
there's
been,
it's
been
very
clear
that
much
of
the
you
know
setting
you
know,
lowering
the
the
national
ambient
air
quality
standard
or
changing
it
for
getting
polluted
with
the
most
recent
change
in
ozone,
I
think
I
think,
even
even
before
the
election
was
clear,
it
was
very
clear
that
they
were
moving
towards
citizen
science.
They
are
moving
towards
a
public
health
mission.
H
H
We're
close
enough,
it's
hard
for
me
to
say
I'm
what
else
we
would
do
to
get
lower,
so
I
think
that
they
move
their
mission
towards
susceptible
populations
going
to
communities,
identifying
people
who
were
for
at
risk
and
more
if
it's
going
to
be
regulatory,
more
focused
regulation
like
zoning,
so
your
houses
away
from
a
roadway
and
looking
at
those
sorts
of
things
versus
acne
Oh
targeting
you
know
what
we'll
do
is
on
standard
more
I,
think
that
so
I
think
EPA
has
been
moving.
That
shift.
I.
F
H
I
H
Is
going
to
do
that
so
so
you
know
those
are
going
to
our
instant
very
little
time
incorporating
environmental
data
into
the
data
they
work
if
there
is
no
way
that
preventing
environmental
injury
is
going
to
result
in
not
getting
pressure
through
that,
so
I
think
we
have
to
engage
health
care
systems
as
that
payment
system
continues
to
go
from
a
population-based
care
to
individual
our
view
driven
care.
That's
where
we'll
see
that
so
some
of.
C
C
May
not
be
absolutely
the
best,
but
I
think
for
the
purposes
of
showing
which
areas
to
avoid,
and
you
know,
attending
to
doctor
I
think
that's
political
and
I
think
at
what
we
offer
greater
education,
probably
within
the
medical
room
and
the
public
health
pool
on
appreciating
the
use
of
algorithms
and
working
with
engineers.
Of
my
experience,
that
is,
and
really
cookbook
I've
learned
a
lot,
and
it
includes
more
of
this
are.
A
So
be
one
of
thanks
to
Palace
those
early
lets
up,
though
we
want
to
let
you
know
that
the
South
big
data
hub,
smart
and
connected
to
the
community
community
call
will
be
this
friday,
the
13th
at
noon.
We
have
four
rademaker
from
unc-chapel
Hill
talking
about
the
North
Carolina
smart,
connected
communities
initiative.
We
have
our
risk
in
from
Georgia
Institute
of
Technology
talking
about
integrating
data
across
sources
to
protect
disasters
and
critical
infrastructure
failure
event.
You
can
email,
myself
or
Stephanie,
or
we're
not
a
rolling
sauce
to
get
more
information
about
that.
A
Also,
the
next
data
science
round
table
for
the
self
data
hub
will
be
wednesday.
Federer
60
suited
to
do
this
monthly
from
noon
to
one
thirty
eastern,
it
will
feature
panel
on
the
rare
disease
conservatory,
and
I
think
so
we
have
the
website
up
here-
that
you
can
go
through
to
get
more
information
about
that
also
keep
an
eye
out
for
a
halt.
The
date
that
will
be
coming
soon
for
the
South
Beach
data,
all
hands
meeting
and
we'll
be
having
a
smaller
meeting
on
mobile
health
may
follow
on
to
the
second
round
table.