►
From YouTube: SciCloj community - CovId-19 Hackathon - March 2020
Description
This was the first Scicloj hackathon with COVID-19 data in March 2020
Background:
https://scicloj.github.io/posts/2020-03-18-covid-19-hackathons-announcement/
Text chat:
https://drive.google.com/file/d/1NfA2cxqTsWtio5y4nwQntzsPXWlY7SER/view?usp=sharing
B
B
I
mean
Germany
now
and
I
can
tell
you
that
people
here
are
quite
relaxed
about
the
situation.
I'm
in
Stuttgart
and
well.
I
have
the
feeling
when
I
go
and
buy
myself
some
food
that
well,
it's
sort
of
like
a
vacation
feeling
sort
of
I
mean
people
keep
distance
from
each
other,
but
except
that
nobody
is
having
face
masks.
Nothing
talking
like
that.
C
D
G
H
H
The
government
has
been
trained
a
lot
to
find
each
time
the
source
of
the
virus
and
so
far
in
a
good
shape
in
the
race.
Most
of
the
new
cases
in
Taiwan
and
appear
you
know,
take
one
is
an
island,
so
there
is
a
easy
control
along
with
coming
and
with
going
out
so
far,
there
is
a
good
everybody
would
arrive
in
the
country
in
charity
from
40
days
and
13.
H
It
was
very,
but
I
am
more
worried
about
the
situation
in
Europe,
because
my
family
and
friends
who
are
in
France
some
of
them,
they
do
not
take
this
problem
seriously.
They
have
no
experience
in
the
past
with
something
like
the
South
and
I
worry
that
many
of
the
French
people
do
not
realize
how
important
it
is
to
stay
in
a
confined
environment.
So
I
would
like
to.
H
A
Thank
you
so
much
anybody
I.
I
Could
say
a
word
as
well:
my
name
is
theater
I
like
closure.
My
way
into
closure
and
data
science
was
through
civil
engineering,
so
I
have
some
experience
on
how
to
do
calculations
about
risk,
and
it
kind
of
worries
me
that
we
don't
treat
this
as
seriously
as
we
as
we
should
do.
I
live
in
Norway
and
I
feel
like
the
Norwegian
state
has
got
a
decent
handle
illness
yeah.
I
That
being
said,
I'm
really
curious
about
what
kind
of
opportunity
this
is
for
for
us
as
community,
because
I
think
we
have
something
special
to
contribute
and
I.
Don't
know
whether
this
is
me
attributing
closure
and
smartness
and
collecting
all
the
things
together,
because
I
like
them,
but
I,
think
we
have
an
advantage.
I,
don't
know
whether
we
know
what
they
had
onto
Jace
yet
but
I'm
curious
to
see
us
CSU's.
That
thanks.
A
Yeah,
thank
you.
So
a
couple
of
more
people
would
like
to
say
yeah.
A
A
You
Oh
Jack
I
may
be
you
muted
yourself
by
mistake.
Yeah
just
Oh
No
would.
C
B
So,
actually
about
using
closure
for,
for
so
to
say,
real
purpose.
Yesterday
evening
a
friend
of
mine
asked
me,
I
mean
he
works
in
Munich
at
Robyn
Institute,
that's
the
Research
Center
at
the
Munich
University
for
tropical
diseases.
Stuff
like
that,
and
we
are
about
to
start
the
project
of
collecting
data
from
2000
participants.
So
to
say
they
want
to
create
a
survey,
and
he
asked
me
if
I
can
help
out
somehow
and
I
quickly
put
together
a
web
application
on
on
Heroku
using
closure.
B
Yeah
again,
please
somebody
said
something:
ok,
so
I
started
to
create
a
web
application
for
this
survey
of
about
2,000
people,
and
that
would
be
probably
one
of
the
real
usages
of
debt
could
be
one
of
the
real
usages
of
any
like
that
and
yeah
I've
been
busy
lately
with
my
chat.
Bots
and
I
still
need
to
refresh
my
knowledge
about
web
applications
and
stuff
like
that.
So
if
everybody
or
anybody
has
a
good
experience
about
it-
and
things
like
that,
yeah
well
would
be,
would
be
helpful
if
you
can
use
you
can
help
me.
I
A
A
Also,
this
meeting
is
recorded.
We
usually
record
our
meetings
and
put
them
on
YouTube.
If
anybody
prefers
not
to
be
recorded,
then
I
can
cut
the
part
that
you
prefer.
No
problem,
please
tell
me,
and
so
just
for
a
few
minutes
is
there
anybody
else
who
wants
to
tell
about
themselves.
I
know
there
are
some
people
who
didn't
tell
a
little
and
it
would
be
lovely
if
you
could
tell
something
if
you
wish.
M
M
N
Yeah
so
I'm
new
from
India,
so
me
and
my
friend
would
be
participating
in
this
hackathon.
Her
name
is
Ashima,
so
I
have
like
one
year
of
closure
experience,
and
my
friend
has
like
a
bit
of
experience
in
data
science,
so
yeah.
We
are
looking
forward
for
this
hackathon
to
see
how
we
can
help
the
cove
8:19
pandemic.
That's
going
on
yeah.
N
O
O
A
A
F
A
I
I
N
I
Yeah,
so
what
I'm
going
to
show
is
how
I
propose
we
work
with
projects,
and
you
should
all
have
gotten
a
link
to
the
master
documents
where
we
have
a
large
list
of
projects
and
a
few
recommended
projects
and
the
way
I
propose.
We
work
with
this
so
that
it's
possible
to
see
who's
doing.
What
is
if
I
want
to
work
on
Dave's
projects.
I
And
I'm
going
to
say,
I
would
like
to
work
on
this,
then
I'm,
going
to
find
the
stream
link
by
just
clicking
on
the
excuse
me
the
topic
link,
because
the
topic
is
project
Corbett,
nineteen
data
in
Drupal
and
I'm
going
to
copy
that
link
over
to
the
documents.
So
now
that
I
go
back
out,
there's
a
su
lip
stream
that
I
can
click
on
and
it
loads
up
and
I
find
the
stream
yeah.
I
So
before
handing
it
over
to
Dave.
If
you
have
any
questions
during
his
talk,
you
can
use
the
the
topic.
Rogers
created
and
I
think
I'll
hand
the
mic
to
you.
Are
you
ready,
Dave
yeah.
E
E
E
E
All
right
now
Derek,
okay,
hopefully
you
can
see
this.
You
should
see
the
flyer
thing,
I,
don't
know!
If
you
can
in
there
much
it's
I'm
gonna
switch
back
over,
so
you
can
give
me
a
thumbs
up.
Yeah
Theodore.
Can
you
see
my
screen?
Okay,
great
okay,
hi
folks,
I'm
Dave,
liepman
I've
been
a
developer
for
many
years
of
developing
enclosure
since
2013
professionally.
Since
2014
and
I
published
this
article
a
couple
of
weeks
ago
now
it
seems
like
a
lifetime
ago
and
yeah.
E
We're
gonna
explore
some
coronavirus
stuff
using
closure,
but
first
the
most
important
thing
is
to
put
out
a
couple
disclaimers
I
want
all
of
us.
I
want
to
call
on
all
of
us,
including
myself,
and
all
of
you
do
to
be
humble
in
this
I
am
NOT
an
epidemiologist
I.
Don't
think
any
of
you
are
I'm,
not
a
expert
reverses.
E
Was
self-taught
and
the
most
that
I
do
for
fighting
Kovach
19
is
staying
at
home
and
wearing
a
mask
when
I
go
outside
and
encouraging
others
to
do
the
same.
So
what
I'm
going
to
do
is
stay
in
my
own
wheelhouse,
which
is
closure
and
talk
about
closure,
workflow
and
visualization
and
interesting,
very
light
data
analysis
stuff,
but
we're
not
actually
doing
any
like
fighting
coronavirus
here,
that's
my
impression
and
yes,
we
should
all
keep
that
in
mind
and
a
lot
of
people
want
to
help
and
that's
good.
E
E
As
we're
not
available
right,
so
the
data
was
just
barely
available
as
a
when
I
started
it
and
the
visualizations
had
not
reach
the
New
York
Times
right.
That's
very
different,
now
responsible,
extremely
well
made
interactive
visualizations
are
everywhere
that
were
drowning
in
them,
so
the
need
has
changed
right.
I
I
would
not
share
this
article
in
the
same
way
today
and
say.
E
Oh
look
use
this
to
understand
the
data
that
that's
being
done
better
by
professionals,
but
to
the
extent
that
we
want
to
do
this
for
our
own
learning,
which
is
still
very
good
and
important.
I.
Think
all
of
us
should
read
these
three
articles,
but
there's
actually
a
form
of
our
world
and
data
I'll,
send
that
in
the
zoom
of
I
kind
known
to
do
that
and
they're
very
important
to
understand
the
limitations
of
the
data
and
the
limitations
or
the
I
should
say
the
pitfalls,
the
mistakes
that
it's
easy
to
make
when
visualizing
data.
E
So,
for
instance,
this
is
image
here
of
Germany
and
the
cases
this
is
as
of
two
weeks
ago
or
something
it's
a
choropleth
of
the
cases
across
Germany
German
states.
The
using
red
is
maybe
not
the
the
best
choice
right,
because
it's
a
very
emotive
color-
and
this
was
something
that
I
found
really
useful.
Reading
the
first
article
here,
map
in
chrome,
clatters
responsibly,
so
I
really
highly
recommend
anybody
doing
any
sort
of
visualization
read
these
three
thoroughly
and
the
other
thing
is
that
we
have
to
remember
not
to
trust
the
data.
E
I'm
gonna
say
that
again
do
not
trust
the
data.
This
article
came
out
a
week
ago,
now,
more
than
a
week
ago,
at
which
time
there
were
a
thousand
reported
cases
in
the
United
States
or
maybe
maybe
ten
thousand
I
think
it
was
a
thousand
those.
It
was
the
thousand
so
a
thousand
cases
across
the
United
States
and
then
the
Department
of
Health
in
Ohio
said
no.
No,
no.
E
There
are
a
hundred
thousand
just
in
Ohio
right,
so
that
two
orders
of
magnitude,
probably
three,
that
the
the
US
data
was
off
and
that's
true
in
a
lot
of
different
places.
So
we
have
to
be
data.
Skeptics
do
not
trust
the
data,
because
the
data
is
not
just
the
data
right.
The
data
is
signal
and
noise.
It's
interference,
that's
lying
to
us.
What
we
wanted
that,
oh,
is,
is
the
actual
signal
right.
We
want
to
know
how
many
people
actually
have
it
or
how
many
people
have
died,
but
that's
not
what
we
get.
E
What
we
get
is
this
extremely
misleading
data.
Don't
just
chart
that
misleading
data
you
have
to
get
acquainted
with
all
of
the
the
stuff,
that's
next
to
the
data,
so
that
means
consulting
subject
matter.
Experts,
the
people
who
actually
you
know,
have
degrees
in
this
specific
branch
of
the
specific
kind
of
epidemiology.
E
It
means
getting
acquainted
with
how
the
data
is
reported.
You
can't
just
take
the
data
from
Johns,
Hopkins
or
anywhere
else
and
Trust
it
you
have
to
know.
Germany
is
not
testing.
For
instance,
people
who
have
died,
who
might
have
died
from
the
flu,
so
the
Spain
is
so
Spain-
is
testing
people
who
died
of
what
might
be
the
film
on
what
might
be
crow
virus
and
they're,
seeing
how
many
of
those
people
died
of
corona
virus.
If
Germany
doesn't
that's
not
the
same
data,
it's
not
apples
to
apples.
E
L
L
E
So
I'm
going
to
focus
on
workflow
the
stuff
that
I
know
better
than
the
epidemiology,
so
I
understand
how
to
work
in
closure.
What
are
the
important
points
for
me?
Working
in
closure
I
need
to
have
an
immediate
feedback
loop.
It's
not
always
possible.
Sometimes
the
latency
of
the
make
change
and
seeing
the
effects
of
that
change
has
to
grow,
but
whenever
possible
we
need
to
keep
it
as
low
as
possible
or
immediate.
E
E
And
Bozz
temporarily,
a
system
along
with
math
Hubert
to
turn
the
closure
data
structures
into
Jason
for
Vega
and
I
was
good.
We
were
using
shadow
clas,
but
there
was
like
a
one-second
delay,
sometimes
as
long
as
a
second
and
a
half,
and
that's
just
not
okay
and
I
was
very
happy
to
go
back
to
Oz.
Just
for
the
speed
of
the
connection,
you
have
to
keep
that
as
fast
as
possible.
Okay,
point
number:
two:
we
want
to
work
in
plainclothes
unit
data
structures.
E
Whenever
possible,
we
don't
I
could
I
could
write
these
in
JavaScript,
but
then
I
would
have
to
work
with
JavaScript
data
structures
and
those
are
just
empirically
objectively.
Worse
than
closure
data
structures,
the
big
the
big
benefit
or
one
of
the
major
benefits
of
working
with
closure
in
closure,
is
having
access
to
the
sequence,
library
and
the
collection
library
that
it
provides
in
the
corner.
Api.
E
So
that
means
that
if
you,
if
you
do
have
to
interact
with
some
sort
of
our
system
or
Python
system,
try
as
much
as
possible,
this
is
all
preference
and
trying
to
maximize
is
nothing
is
absolute
to
push
the
parts
of
your
system
that
have
to
do
that
to
the
very
edges.
I
produce
something
in
our.
Maybe
maybe
it
comes
to
you
in
our
from
the
internet
or
another
team.
Okay,
make
a
hard
barrier,
translate
it
to
closure
and
then
work
with
it
and
then
the
translation,
the
inter
operation
that
are
is
done.
E
I
E
E
Or
we
all
know
that
okay,
so
this
is
the
code
base
that
is
related
to
the
article,
so
the
what
I
did
was
I
did
about
a
bunch
of
work
in
a
repository.
Even
before
was
a
public
work
and
then
turned
that
into
an
article
and
then
took
the
code
that
made
the
article
and
turned
into
a
repository
so
that
people
could
follow
along.
I
have
been
very
happy
that
people
across
the
world,
I
guess
we've
had
we've
had
it
translated
into
a
visualization
for
Korea
and
South,
America
and
I.
Think
there's
there's
one
more.
E
So
that's
really
cool.
The
basic
architecture
is
like
I
said,
based
on
Oz,
which
just
talks
to
fake
a
light
which
is
a
visualization.
A
visual
grammar
basically
just
turns
it
into
the
things
that
you
would
want
to
visualize
if
you
were
working
in
JavaScript
through
d3,
so
we
start
with
basically
very
minimal
stuff
and
gets
more
complex,
visualizations
later
I'm
not
going
to
go
through
the
entire
article.
I
think
someone
actually
did
livestream
is
that
this
morning
that
I
believe
they
recorded.
E
That
would
be
great,
and
if
anybody
wants
to
go
through
this
in
detail
later,
what
I'd
like
to
do
is
actually
look
at
a
new
data
source
and
that
I
picked
up
last
night.
I.
Guess,
let's
see
so,
we
here
we've
got
city
population
dot
des
this
is
some
some
German
site
and
they
have
pretty
detailed
information
from
individual
health
ministries.
Let's
look
at
the
bottom.
E
Day
to
day
summaries
of
how
many
cases
there
have,
it
doesn't
tell
you
anything
about
testing
or
our
deaths
are
recovered
in
blah
blah
blah,
which
is
also
important
information.
But
this
is
very
fine-grained
information
geographically
excuse
me
so
I
will
admit
I
in
the
spirit
of
describing
workflow
and
refactoring.
I
initially
took
the
wrong
approach,
I,
initially
the
first
time
I
pulled
this
data
I
actually
copy
pasted
it,
which
is
a
valid
approach
and
I
got
pretty
far
with
this
approach,
I
actually
I
started
to
write
a
live
coding.
E
E
Right
you
get
data
like
this.
Those
aren't
real
key
words,
so
don't
work,
but
only
but
not
reliably
right
because
they're,
not
they
don't
follow
the
closure
rule
of
being
real
keywords
because
they
start
with
a
number,
but
so
that
approach
worked
fine
for
a
while,
but
it's
not
correct
right.
So
the
data
has
some
problems.
You
have
to
do
some
weird
things:
I
don't
want
to
get
into
it,
but
a
better
approach
is
the
data
is
on
the
internet.
E
One
of
the
interesting
parts
of
translating
that's
into
a
sequence
of
maps
is
that
we
we
get
that
it's
a
what-what
German
state
each
County
belongs
to
right.
So
this
is
a
multi-level
to
return
to
the
data.
This
is
a
multi-level
data
set.
But
if
you
look
at
something
like
Baden
Baden,
Baden
Baden
is
a
city
with
in
baden-wuerttemberg.
E
E
We
have
to
make
sure
that
we
don't
lose
that
information.
We
do
it
here,
get
a
soak
as
we're
going
through
the
the
data
set.
So
it's
important
to
do
that.
A
congestion
time
remember
always
get
all
of
the
data
transformation
data
massage
as
much
as
possible
out
to
the
edges
of
your
program
and
then
work
with
it
as
needed
from
single
data
structure.
So
again,
we've
got
this
beautiful,
useful
sequence
of
maps.
That's
great!
E
E
Compendious
dimensionals
yeah,
so
I've
got
some
a
line
chart
that
I
have
here
in
a
wrench
comment.
Read
comments,
of
course
named
we're
not
really
sure
if
they
named
for
Ricky
or
because
they
involve
rich
amounts
of
data.
I
think
the
latter
is
a
better
naming
system,
but
yeah
I
just
keep
keep
these
around
with
some
default
settings
and
all
the
values
that
you
need
to
fill
in
and
to
dues
so
that
if
I
forget
to
fill
them
in
it
breaks
immediately.
As
you
can
see,
I
get
a
nice
error.
E
F
E
States
nor
the
Germany's
a
whole
ignore
all
the
cities.
I
only
look
at
county
level
data
just
make
sure
that
this
still
works.
Okay,
good.
We
still
got
a
plenty
of
plenty
of
entries
here
again
we're
using
this
delightful
idiom,
where
we
filter
by
a
composition
of
first
a
keyword
and
then
a
set
bit
of
what
we
want
to
look
at
I
find
this
extremely
readable.
E
E
And
if
we're,
what
we
want
to
do
is
look
at
the
county
data
across
across
dates.
This
is
not
going
to
cut
it
because
we
have
data
for
it.
Okay,
this
is
the
12th
of
March.
This
is
the
16th
of
March.
This
is
the
29th
of
March,
the
8th
of
March
that
doesn't
help
because
it's
each
of
those
should
be
a
separate
data
point.
That's
what
Vega
wants
and
by
the
way,
when
I'm,
when
I'm
actually
live
coding
like
for
myself
for
real
I
will
often,
but
not
today.
E
So
we
go
through
each
map
and
we
say:
okay,
each
one
of
these
is
going
to
be
each
each
line
of
these
is
going
to
be
added
to
our
as
a
new
data
point,
and
we
do
some
transformation
to
turn
the
date
from
cases
312
into
2020
blah
blah.
We
save
the
number
of
places
and
we
get
the
number
of
cases
and
we
save
the
place
from
the
higher-level
right
sort.
We're
going
through
one
map
up
here
and
then
down
here,
we're
going
through
individual
entries
map
entries
of
that
map.
I.
E
Don't
expect
most
people
certainly
rephrase
that
if
I
were
explaining
this
to
myself
that
way,
I
would
not
understand
it.
I
don't
understand
these
things
when
people,
but
other
people
live
code
in
front
of
me,
because
that's
just
not
how
I
read
code
so
I
understand.
Most
people
might
not
understand
that.
Maybe
you
did
that's
great
good
for
you,
I
would
regardless.
We
then
get
the
target
data
structure
that
we
want
with
a
lot
of
data
repetition,
but
we
have
a
place.
J
J
E
K
When
you're
porting
to
make
sure
I
understand
when
you're
moving
this
to
maps
like
South,
Korea
or
something
or
whatever
right,
where
is
most
of
the
work
happening
when
people
are
courting?
Is
it
in
conforming
the
ingestion
of
data
making
those
functions
so
like
unique
data
sets
I
can
conform
to
the
API?
That
you've
kind
of
built
here
for
us
is
that
were
the
work
was
happening
or
worse.
Most
of
the
work.
I
E
The
data
set
immediately
becomes
a
bunch
of
lines
with
some
missing
data.
If
we
were
actually
working
on
this
right
now,
then
I
would
try
to
find
out
where
those
missing
data
points
are
and
deal
with
them,
but
that
is
something
that
Vega
actually
does
pretty
well
and
I.
Don't
want
to
work
with
Vega
right
now,
while
I'm
talking
to
you
folks,
because
it's
not
really
important.
E
E
Right,
so
there
are
two
places
where
you
have
to
focus:
we
will
work
backwards.
The
last
thing
you
do
is
integrate
it
with
okay.
So
it's
really
three.
The
last
thing
is
integrating
with
Vega
and
that's
actually
very
easy,
because
it
does
not
change
very
much.
So
this
template
on
the
screen
stays
almost
exactly
the
same.
When
you
make
something
for
Korea
or
South
America
or
don't
Berlin
anywhere,
you
would
change
the
title.
E
The
the
interesting
part,
like
you
say
it's
in
sourcing
the
data
and
then
transforming
the
data
like
I,
said:
let's
work
backwards,
so
the
values
here
the
data
that
is
producing
this
map
is
a
large
piece
of
Jason
I'm
going
to
evaluate
a
gear.
Hopefully
it
doesn't
break
my
rebel,
it's
very
large.
Okay.
Maybe
you
can
see.
P
E
Okay,
so
it's
yeah,
that's
just
googling.
The
interesting
part
did
this
from
some
other
data
source
get
to
the
correct
spot
enough
happening
here.
It's
Deutschland
geo
Jason
with
data
far
so
what
I
do
is
I
start
with
the
geo
Jason
that
I
downloaded
I
named
it
original,
so
it
never
changes.
I,
never
overwrite.
This
file,
she's.
E
E
E
The
the
original
geo
jason
has,
the
name
of
the
german
state
of
boone
is
logged,
but
it
has
it
within
a
separate
properties
feature
so
under
the
feature
properties,
the
name
one
field-
it
has
the
name
of
the
German
state,
Berlin
Bremen,
whatever
this
is
really
annoying,
because
nested
properties
are
difficult
or
more
of
a
hassle
to
talk
to
in
Vega.
So
I
move
it
to
the
top
level
of
the
feature,
st.
E
bata
that
was
originally
in
the
geo
Jason
at
the
top
level
now
and
then
I,
just
put
in
the
the
case,
data
that
I
have
from
somewhere
else.
That
is
where
the
other
important
part
of
the
work
comes
from
so
because
you
asked
I'm
going
to
spend
just
a
couple
minutes.
I
hope,
that's!
Okay,
on
how
I
get
that
data.
E
This
has
changed
since
I
started
the
project,
because
Nils
grew
Wald
released
a
library
that
does
CSV
parsing
the
way
I
like
it.
When
I
first
released
the
article
when
I
first
published
the
article
I
said,
I
used
closure,
dot
data,
dot,
CSV,
but
Nils
Nils
Grunwald
has
very
good
design
sense
for
closure.
Libraries
and
this
CSV
library
is,
does
all
the
things
you
want
it
to
do
automatically
so
before
I
use
this.
But
when
I
used
closure
data,
CSV
I
had
to
do
all
of
the
a
lot
more.
F
E
Q
E
We
give
it
a
function
to
apply
to
the
field
names.
It
just
does
that
as
a
it
could
be
a
regular
function
that
does
more
complicated
or
whatever,
but
here
we
just
give
it
a
map,
so
we
get
bundestag,
we
get
a
key,
the
CHP
has
on
solve,
we
get
a
keyword,
that's
great,
and
then
we
turn
it
into
the
shape
we
want.
I
will
show
you
here
this.
L
E
This
is
not
a
sequence
of
maps.
This
is
a
giant
hash
map
with
hash
map,
says
values,
so
we
have
a
mapping
from
German
state
name
which
we
normalized.
We
normalized
to
a
single
taxonomy
everywhere
across
the
database
of
the
code
base
and
all
the
information
we
want
to
know
about
that.
German
state
in
one
data
structure.
E
E
I
I
I
I
Okay,
so
I
guess
it's
a
bad
rap
for
me
to
just
ask
people
to
to
say
that
we
have
a
lung,
providing
assistance
and
he's
not
currently
in
this
video
chats
various
monitoring,
sulit.
So
I,
guess
that's
fine.
So
how
should
we
coordinate
work?
I
did
a
small
introduction
to
that
before,
but
essentially
write
up
that
you're
working
on
something
in
the
project
documents
and
then
we.
I
Then
we
take
it
from
there
if
you
need
to
create
key
tree
posts
or
arrange
further
video
chats
within
projects.
That's
fine
for
video
chats.
We
have
two
recommendations.
We
already
have
AB
soon,
which
works
fine.
Another
thing
that
works
fine
in
my
experience
is
where,
by
where
by
does
not
require
anyone
to
install
anything
and
it's
free
for
up
to
four
people.
So
it's
simple
to
get
started
with.
I
I
Code
19
data
and
the
rappelled
projects
I
might
create
a
separate
document
there
to
track
what
I'm
doing
it's
possible
to
do
that
to
let
other
people
know
what
you've
figured
out
and
when
we
hold
the
second
hackathon.
It
would
be
really
interesting
to
to
read
what
progress
people
made
so
that
we
don't
have
to
start
from
scratch.
A
second
time.
I
I
Okay,
so
this
is
a
project
document
start
willing
to
earlier
and
in
the
beginning,
you'll
find
four
highlighted
projects
which
we
have
written
a
bit
about.
That
might
be
easy
to
get
started
with
and
below.
There
are
very
many
project
IDs
and,
of
course,
you
can
work
with
something
that's
not
listed
here,
but
this
is
to
help
people
get
started.
E
E
Find
a
data
set
that
has
case
information
or
deaths,
information
or
recovered
people,
information
or
population
data,
or
something
else
for
that
region
and
make
the
to
talk
to
each
other
and
visualize
it
with
a
new
data
set
either
for
Clovis
19
or
for
something
else.
I
don't
want
to
restrict
people
to
do
incorporate
19
stuff
today,
because
this
is
about
our
own,
our
own
improvement.
I
R
Me
yeah
I
can
do
that
perfect.
Thank
you.
So
yeah
I
did
a
quick
broadcast
this
morning
just
to
walk
through
it.
It's
it's
quite
nice.
It
is
very
gentle
kind
of
introduction
into
the
baby
steps
of
closure.
So
basically
it's
you
just
need
to
tiny
little
bit
of
closure
experience.
It
works
with
the
copy
of
the
John
Hopkins
dataset
and
basically
it's
it's
extracting
the
information
from
the
CSV
files.
R
Just
using
a
very
nice
library
called
closure
data,
dot,
CSV
and
that
converts
into
a
closure
data
structure
and
then
once
you've
got
it
into
a
deck
structure,
then
it
just
walks
you
through
trying
to
understand
what
that
data
looks
like
so
the
first
first
element
of
that.
So
it's
basically
it
creates
a
list
of
all
the
information.
R
All
the
information
is
in
individual
vectors,
so
the
first
vector
in
the
list
is
the
headings
and
the
rest
of
it
is
observations,
and
so
it
just
walks
you,
through
some
relatively
simple
closure
code,
just
to
help
you
understand
the
shape
of
their
data,
which,
as
David
mentioned,
is
very
important.
Once
you
understand
the
shape
of
the
data,
then
you
can
transform
into
other
shapes
and
play
around
with
it,
and
so
it
goes
on
and
it
does
provide
some
commentary
about
how
good
and
how
lots
of
goods
from
the
deck
might
be
as
well.
R
So
it
helps
you
think
in
that
respect,
and
also
then
kind
of
builds
up
to
understanding
like
how
often
things
are
reported
in
countries
as
well
and
also
gets
you
to
plot
the
information
with
just
using
a
very
simple
ASCII
plot
generator.
So
there's
this
Java
library,
you
can
just
include
you-
know
closure
project,
we'll
just.
Q
R
R
I
E
F
I
I
A
Yeah,
so
one
of
the
things
that
we
have
been
doing
in
the
last
few
months
is
looking
at
other
communities,
yeah,
mainly
the
Python
people
in
there,
our
users
and
learning
from
them
and
trying
to
import
the
work
to
closure
workflows.
And
that
teaches
us
a
lot
and
also
allows
us
to
extend
the
work
of
others.
But
do
it
in
closure
in
the
way
we
love
to
do
and
when
we
are
now
entering
new
field.
K
All
I
had
one
thing
to
Daniel's
idea:
I've
done
something
similar
with
climate
data
and
notebooks,
because
I
didn't
want
to
start.
I
wanted
to
start
from
a
good
source
and
it's
really
easy
to
search
notebooks
on
github
and
they
render
a
github
automatically.
So
this
is
a
great
place
to
start,
especially
if
you
want
to
mitigate
some
of
your
weak
points
in,
for
example,
statistical
analysis
or
epidemiology,
or
something
like
that
because
some
you
know
people
have
published
expert
notebooks
on
github
and
they're
easy
to
work
with.
I
I
So
this
might
turn
out
to
be
a
bit
of
a
softer
discussion
and
I
expect
that
the
format
might
be
a
dialogue
over
video
chats
rather
than
code
produced
on
github
and
documented.
So
if
anyone
is
interested
in
taking
part
in
such
a
discussion,
then
please
just
add
yourself
in
here,
as
we
have
pointed
out
previously.
I
H
H
I
E
E
I
I
wrote
a
bunch
restart
video
I
wrote
about
them
in
the
existing
document
yesterday,
so
I'm
I'm
not
going
to
go
over
those
again
now,
but
I
think
there's
a
lot
of
stuff.
There's
a
lot
of
new
data
sources
and
I
personally
am
very
interested
in
any
anyone.
Any
work
to
get
some
of
these
data
sources
that
are
not
accessible
to
closure
so
that
they
are
accessible
to
closure.
E
For
instance,
there's
the
I
think
somewhere
in
the
tulip
someone
posted
some
data
from
Mexico,
but
it's
all
in
Excel
and
of
course
anyone
using
closure
can
use
POI
or
one
of
the
other
excel
libraries
to
to
translate
that
themselves.
But
if
it
would
be
good
for
anybody
to
do
that,
so
that
and
then
maybe
publish
it
or
maybe
just
release
their
their
data
themselves,
so
that
it's
not
so
that
that
first
step
is
already
done.
E
Another
example
was
the
outbreaks
data
set
which
is
in
our
data
files,
which
I
would
prefer
not
to
have
to
do.
They
are
interrupt
myself,
so
someone
can
control
eight
that
once
and
then
it's
done,
and
then
we
can
move
on.
I
also
put
in
the
idea
that
if
we
could
automate
this
process
so
that,
for
instance,
someone
who
does
not
have
our
expertise
could
just
use
a
library
call
a
function
and
then
our
data
files
are
in
a
beautiful,
even
representation,
and
you
can
just
get
to
work.
A
For
example,
in
my
country
there
is
some
free
text,
data
that
is
released
by
the
Ministry
of
Health,
and
that
could
be
analyzed
in
a
way
that
will
give
more
detailed
information
compared
to
the
global
data
sets.
So
maybe
you
have
some
ideas
like
that
about
data
that
you
know
in
your
country,
in
your
locality
that
could
be
made
in
a
systematic
way
made
into
a
useful
data
set
just
an
idea.
I
A
A
A
First
of
all,
it
is
not
mandatory
to
join
others
teams.
It
is
just
fine
if
you
wish
to
work
alone
and
do
something
and
write
something
write.
An
idea
write
some
draft
and
then
we
discussed
it
afterwards
when
we
meet
again
in
video,
but
maybe
some
people
want
to
work
together.
So,
for
example,
feel,
though
you
had
your
suggestion
of
a
project
which
is
a
discussion,
so
let
us
see
who
wants
to
join
that
discussion.
Could
you
mention
it
again,
the
others
so
that
people
can
know
what
it
is
about.
I
Yeah,
so
I'm
really
interested
in
a
kind
of
soft
discussion
of
about
what
is
important
now
on
what
what
the
broader
response
should
be,
what
countries
are
doing,
what
they
should?
What
countries
aren't?
What
is
we,
what
we
can
contribute
with
that's
not
really
cold
related
and
for
those
who
want
to
take
part
and
lots,
it's
just
to
follow
the
process
that
I'm
tried
to
make
clear,
go
into
the
project
documents
and
write
that
you're
interested
in.
I
Under
the
project
that
you
are
interested
in
and
if
you're
interested
in
a
different
project
that
isn't
listed,
please
write
that
down
and
write
that
you're
interested
there.
And
then
you
can
can
easily
coordinates
linked
to
syrup.
And
then
you
can
begin
to
coordinate
with
the
other
people
who
are
interested
on
the
dedicated
to
leap
topic.
And
if
you
wonder
about
that,
then
you
can
look
at
the
example
for
free
Dave's,
kovat
data.
A
Nice,
so
is
it
clear
to
everybody
how
we
continue
now
we
split
into
teams,
we
write
our
names
below
the
projects
and
and
we
meet
again
in
hour
and
a
half
which
is
5
p.m.
UTC,
ok
and
then
you
know
we
will
discuss
what
we
have
been
doing.
Maybe
we
will
discuss
some
ideas,
some
thoughts,
some
experiments,
anything
that
you
have
been
doing
would
be
great
to
share
when
we
meet
again.
Does
it
make
sense
any
questions
about
it.
G
Now
that
makes
since
Daniel
thanks
a
lot
and
understand
off
my
project.
Real
quick
I'll
put
it
up
on
the
page
here
in
just
a
second
I
defined
a
closure
library
to
simulate
the
seer
model.
That's
the
susceptible
exposed
and
affected
removed
model.
So
if
anybody
wants
to
follow
along
with
me
on
that,
I
can
create
a
zoom
channel
and
you
can
work
on
that
together.
So
I'll
be
announcing
that
here
now
in
the
chat.
I
O
N
A
A
N
G
C
G
A
A
R
R
R
You
can
see
he
does
kind
of
highlight
how
there's
a
big
drop-off
in
and
reporting,
and
then
it
kind
of
back
in
again,
so
you
can
kind
of
see
how
it's
some
kind
of
idea
about
how
reliable
that
data
may
be
and
also
breaking
it
down
by
regions
and
so
on
as
well.
So
I
can
certain
regions.
What
is
it
like
in
that
region?
This
is
quite
nice
is
using
ArcGIS.
So
this
is
something
that
the
somebody
is
paid
for
in
the
UK
government.
To
do.
R
Unfortunately,
I've
only
got
that
far
so
I've
got
a
bit
of
work
still
to
do
and
that's
a
firm
step
on
the
path,
but
it's
it's
a
start.
I've
got
I
was
working
and
I've
got
Adria
Jason
file
found
for
the
for
England,
with
all
the
regions
and
so
on,
and
so
now
I
just
need
to
put
that
data
in
and
see
how
we
get
from
there.
But
that's
that's
the
kind
of
the
girl
to
be
interesting
to
see
how
much
out
of
the
box
I
can
get
from
Oz
to
get
me.
R
Think
for
now,
I'm,
okay,
I
think
it's
the
source
code
that
they've
created
is
it's
relatively
easy
to
follow,
at
least
on
the
high
level
and
I'm
just
kind
of
copying
a
lot
of
the
stuff?
That's
done
for
Germany
flesh
lands
and
and
that's
fairly
easy
to
understand
at
least
kind
of
what
it's
trying
to
do
anyway.
R
K
B
L
B
Was
the
line?
Basically,
we
were
missing.
We
were
trying
also
to
connect
from
using
the
CGL
command-line
tool
from
from
cognitive,
okay,
2010
yeah,
not
much
of
a
result.
That's
it,
but
now
it's
running
it's
it's
working
and
also
I
can
see
the
web
page.
This
beauty
from
my
above
commit
cases
in
Germany
my
stage,
okay,
yeah.
So.
L
K
E
E
I've
I've
been
able
to
get
cider
Jack
into
work
from
from
any
of
the
source
files,
but
I,
because
I
haven't
run
into
any
trouble.
I,
don't
know
what
the
problems
could
be.
I
know
that
cider
is
sometimes
not
entirely
reliable,
especially
with
some
of
the
versions
that
aren't
super
new,
especially
with
depths
eaten
projects.
This
is.
K
N
N
N
E
N
E
N
E
N
N
L
L
E
H
N
N
E
G
F
Yeah,
actually
I
just
wanted
to
turn
everyone.
This
was
our
first
experience
and
like
we
really
enjoyed
it,
we
got
to
learn
a
lot
and
like
I,
am
pretty
new
to
closure,
but
this
was
actually
it
wasn't
very
difficult,
like
I
could
understand
a
lot.
So
I
just
wanted
to
thank
everyone
here
for
helping
yourself.
F
A
L
S
Sure
I
have
an
idea,
but
I'm
not
sure
if
it's
entirely
misguided
or
maybe
already
done
so
I
would
appreciate
some
feedback.
S
So
this
is
I
saw
a
couple
of
friends
where
they
were
creating
an
excel
sheet
of
of
just
a
lining,
the
tenth
case
in
each
country
or
100
case
or
whatever
I,
also
seen
some
charts
doing
the
same.
Just
to
compare
how
the
third
row
between
us
between
different
countries
so
I
try
to
reproduce
the
same
shows
using.
S
S
Need
to
grant
access
or
something
so
I'm,
just
gonna
paste.
This
link
on
the
in
the
chat
yeah.
S
So
I
did
this
without
with
us
just
playing
around
yesterday
and
it's
just
like
a
table
using
the
the
jump
Hawkins,
the
data
of
confirmed
cases
and
then
just
building
a
growth
rate
for
each
country.
The
formula
is
at
the
bottom,
you
can
see
and
then
just
coloring
like
the
intensity
of
the
color,
depending
on
on
the
growth
rate
with
cap
cap
cap
in
it
at
100%,
which
probably
should
be
updated
and
also
I,
read
this
link
about
not
using
red
which
I
should
follow.
S
But
what
I
was
thinking
really,
this
hat
halfway
down
was
just
both
getting
the
chart
and
the
table
to
align
by
like
basins
on
tent
case
I,
suppose
or
a
hundred
case
or
whatever,
and
then
just
lean
just
just
like
to
be
easily
compare
the
growth
rates
in
different
countries.
A
Oh
yeah
and
so
I
so
I'll,
just
maybe
I'll
keep
my
screenshot
with
your
example,
and
so
would
you
like
to
to
keep
doing
that?
Maybe
we
can
try
doing
that
together,
yeah.
S
Have
seen
other
sources
that
was
something
similar
I
definitely
seen.
The
a
little
financial
banks
has
been
publishing
charts,
were
they
aligned
they've
been
Charlotte,
were
they
aligned
by
a
hundred
two
hundred
case
and
my
that's?
Basically
it,
but
using
the
table
and
adding
like
the
growth
rates
and
maybe
like
an
Oracle
thing
would
be
to
be
able
to
like
just
select
which,
on
which
countries
you
want
to
add
to
compare
and
not
just
like
show.
S
Every
country
there
like
like
interactively
I,
mean
and
also
I,
like
that,
maybe
buttons
on
some
of
you
might
recommend
what
what
what
you
would
do
use
for
that
like
like
building
a
like
a
site.
Basically,
that
is
some
like
I,
don't
think
I
could
just
use
austere,
generate
a
static
site.
I
will
allow
for
certain
but
account
interactivity.
What
the
users
probably
involves.
You
seen
called
your
script,
I
suppose
or
some
framework
I
have
no
experience
in
web
development
with
closure.
A
Yeah
I'm
curious
about
it
about
what
would
people
use
for
this
kind
of
task
of
creating
so-called
dashboard
with
some
interactive
visualization
and
one
option
that
some
of
us
are
trying
to
learn
is
the
hanami
library
which
was
written
by
our
friend
JSA
that
you
may
know-
and
he
was
I-
think
he's
not
with
us
today,
but
he's
happy
to
share
his
practices.
And
maybe
we
will
try
something
together
in
the
coming
days
as
a
way
to
create
this
kind
of
interactive
visualizations.
I
So
there's
kind
of
I've
been
thinking.
Similarly,
myself
I've
been
wanting
to
compare
growth
rates
in
different
counties
in
Norway,
because
I
think
that
says
something
about
whether
we
are
taking
precautionary
measures
or
not
so
I
guess
I
have
two
questions.
One
is
whether
you
could
comment
on
useful
applications
of
the
growth
rates.
What
kind
of
information
can
we
pull
out
of
this?
That
is
number
one
and
number
two
is
uncertainty.
I
S
Yeah
no
I've
been
thinking
about
the
same
particularly
been
an
issue
because
there's
it's
probably
in
the
same
in
other
countries,
but
in
Mexico
there's
some.
This
widespread
concern
that
the
government's
intentionally
not
not
doing
a
lot
of
tests
to
keep
the
numbers
low
artificially,
so
so
yeah
like
that.
That's
probably
the
primary
concern
with
regards
to
like
doing
anything
with
this
data,
for
me,
is
that
well
we're
just
which
is
really
looking
at
how
fast
countries
are
blind
tests
really
not
not
actual
on
deceased
propagation,
so
yeah
I,
don't
really
have
an
answer.
S
I
was
thinking.
Maybe
adding
that
rates,
not
not
by
not
with
the
denominator
in
the
population
I
mean
forget
about
the
proper
bill
epidemiological
term
is,
would
would
somehow
help
them
realize
if
that
was
an
issue,
but
then
I'm
not
I,
don't
even
sure,
because
if,
if
people
are
dying
informed
from
from
respiratory
complications
and
the
test
is
never
applied,
I
don't
know
how
that
gets
recorded.
So
yeah
like
the
maybe
the
sort.
S
The
whole
source
of
data
is
some,
so
I'm
gonna
be
very
useful
for
a
lot
of
countries
is
my
comes
from
and
how
about
how
the
growth
could
be
used?
Yeah
I
also
I
also
know
exactly
like
clearly
sitting
on
one
country,
a
salary
and
their
growth
rate
is
concerning,
but
I,
don't
know
what
precise
uses
we
could
derive
from
that.
G
For
something
I
was
going
to
mention
to
you
know
in
Washington
stay
here
in
Seattle,
they've
done
about
twenty
thousand
tests.
G
I'm
sorry-
and
they
said,
seven
percent
have
come
back
positive,
so
you
know
if
you
just
assume
that
you're
sampling
the
population
at
you
know
twenty
thousand
is
a
pretty
good
sample
set.
You
know
these
are
people
who
have
some
type
of
symptoms
already.
You
know
they've
got
a
sort
throw
in
there
coughing,
you
know
I'm
just
wondering.
J
J
You
can
look
at
is
the
one
of
the
data
sources
that
I
paste
it
into
the
tulip.
The
particularly
comprehensive
one
includes
cases,
deaths
and
testing
rate
per
million.
So
if
you
wanted,
you
could
try
to
correlate
those
things
across
countries
and
see
how
that
rate
of
testing
relates
to
the
rate
of
cases
in
each
country,
and
if
you
find
that
there,
if
you
find
that
the
the
number
of
cases
is
strongly
correlated
with
the
number
of
tests,
you
will
have
verified
the
thing
that
you
suspect
about
how
the
sort
of
thing
works.
J
Another
thing
to
look
into
is
there
been
a
couple
of
cruise
ships
where
they've
been
able
to
test
everybody
on
the
cruise
ship,
and
this
is
the
closest
thing
we
can
probably
get
to
a
natural
rate
of
infection.
So
those
would
be
the
two
data
points
I'd
recommend.
If
you
want
to
try
to
find
a
way
to
kind
of
tease
out
how
much
you're
really
seeing
of
what's
happening.
J
G
S
Seen
a
full
data
on
it,
but
I
was
also
reading
out
58
comment
on
yesterday
that
apparently
all
the
NBA
players
have
been
tested
and
and
there's
a
very
high
proportion
of
them
who
are
a
symptomatic,
infected
and
so
on.
That's
also
like
sort
of
like
getting
a
a
random
sample
of
a
population
and
testing
everyone.
I
mean
it's
a
really
some
random,
but
perhaps
work
for
this
purpose.
It
is,
can
be
brought
us
around.
G
When
others
say
I
mean
the
cruise
ship
I
have
some
numbers
here.
This
is
the
infection
rate.
The
cruise
ship
was
14%,
whereas
in
Wuhan
it
is
more
like
2
or
3
percent,
so
you
know
in
in
the
NBA,
maybe
their
locker
rooms
and
it's
5
percent.
So
that's
just
something.
To
keep
in
mind
is
the
infection
rate
depends
on
the
culture
in
the
community.
A
A
M
B
M
So
that
was
our
first
idea,
but
they
were
thank
was
shirt,
so
we
couldn't
do
that.
Next
thing
we
try
to
do
is
just
to
replicate
the
same,
but
we
don't
with
our
country
now
right
now,
I'm
having
some
travel
with
the
range
of
the
color.
So
here
you
see,
mass
of
our
aliens
are
with
zero
cases
at
ship,
except
for
the
the
capital
Lima.
M
E
J
F
J
So
loop
is
actually
kind
of
terrible,
because
all
these
panels
mean
that
you
can
never
see
anything
ever
again
after
you
post
it.
But
it's
in
the
channel
called
Project
kovat
19
data
in
the
repple
is
where
the
link
is
and
I
tagged,
your
name
and
if
you
pop
there,
it's
maybe
15
lines
of
code
and
has
everything
you
need
to
be
able
to
pull
all
of
the
code
in
that
data
table
down
into
some
closure
data
structures
that
you
can
use
in
a
visualization.
M
M
E
We
try,
could
we
try
going
back
to
that
range
in
the
in
the
spec
down
below
if
the
Vega
spec
we
used
blue
and
purple.
So
if
you
give
Vega
two
colors,
then
those
are
the
minimum
and
the
maximum.
If
you
give
it
three
colors
and
it'll
fit
accepts
any
CSS,
color
names,
I,
believe
I,
think
it
might
I
think
it's
CSS
or
either
CSS
or
any
hexadecimal.
If
you
give
it
three,
then
it
uses
that
as
the
end
point
so
instead
of
blue,
you
could
try
just
a
string,
saying
white.
M
M
E
I
M
I
J
L
M
E
A
A
A
P
He
got
me
thinking
about
the
value
of
maps
for
communicating
in
general,
and
you
know
I
slide
from
these
sort
of
things
letting
world
amitis,
etcetera,
I've,
not
really
seen
any
good
government
produced
or
real
Authority
produced
maps
and
I
feel
like
they
could
help
a
lot
of
people
understand
the
gravity
of
the
situation
and
how
the
changes
without
having
to
know
you
propaganda
sounding
wasn't
that
sort
of
thing,
but
it
feels
like
there's
a
there's:
a
gap
in
the
market,
I
guess
for
allowing
people
to
generate
maps
that
show
you
say
the
number
of
ICU
beds
in
a
given
area
versus
the
number
of
confirmed
cases
or
deaths.
K
A
P
Adequately
like
low
resolution
or
high
resolution
asset,
like
someone
like
I,
feel
like
people
in
my
local
community
should
be
able
to
look
at
something.
It
shows
how
they
feel
about
local
area
and
I.
Don't
think
I've
seen
anything
which
is
that
granular,
the
most
sort
of
interesting
thing,
I
think
I've
seen
is
the
one
that
meta
Soros
posted
about
the
branching
of
the
genomes.
People
saw
that
males
that
was
fascinating
yeah.
You
should
show
how
the
different
yeah
philology
from
with
the
word
now,
but
how
viruses
of
mutated.
L
S
There
is
that
that
world
I
believe
someone's
chair
on
the
on
the
solid
from
some
some
people
in
Singapore,
which
is
really
amazing.
This
is
the
the
depth
of
the
theta
I
cap.
I
believe
the
this
is
government
published
data,
but
it's
it's
amazing,
just
like
the
network
of
infection,
so
you
guys
can
see
it
it.
It's
linked
on
the
the
chat,
but
it's
so
far
the
most
incredible
thing,
I've
seen
any.
S
A
P
E
E
I'm
really
I
was
hoping
when
I
posted
this
to
find
the
original
data
source
instead
of
relying
on
theirs.
But
it's
a
it's
really
cool
but
I
does
anybody?
Has
anybody
gone
when
I
search
for
the
the
source
data
that
that
they
may
have
used
for
this?
They
they
make
a
point
of
not
releasing
it
here,
because
I
think
they
want
to
sell
it
to
other
countries,
but
maybe
Singapore
releases
their
data
somewhere.
That
I
didn't
see.
Oh.
A
L
A
G
G
S
It's
it's
granular
to
the
state
level,
though,
what's
been
published
in
like
the
International
dashboards
like
the
John
Hopkins
data
or
the
in
world
wherever
is,
is
aggregated
to
the
country
level,
but
yeah
I
assume
us
even
at
even
for
those
countries
that
don't
have
state
or
city
level,
help
health
departments.
I.
Think
country
should
be
publishing
disaggregated
data.
The
US
definitely
has,
for
example,
yeah.
G
And
us
we
have
counties
here
and
a
lot
of
county
did
health
department's
and
this
granular
there's
a
lot
of
counties
in
the
US,
but
I
was
wondering
I
mean.
Could
you
take
just
the
population
density
of
the
cities?
You
know
if
a
city
is
thirty
percent
of
the
population
of
a
country,
does
it
have
30
percent
of
the
cases
and
can
you
can
you
reduce
it
in
that
manner?
That'd
be
an
interesting
study
if
we
could
find
some
data
for
a
population
density
of
cities,
I.
E
E
S
And
also
like
Italy,
for
example,
where
I
believe
Lombardi
is
the
region.
Worthless
has
been
most
widely
hid.
I,
don't
think
it's
some
population
wise
it's
evenly
distributed
anywhere,
I've,
seen
China
I
believe
with
Kuwait.
Whatever
the
region
has
like
almost
more
than
half
the
cases
so
so
yeah
it
doesn't
seem
like
it's
gonna
be
distributed.
You
know
the
true
populations
from
city
to
city.
G
And
I
wonder:
I
mean
that
could
be
part
of
the
exponential
curve
of
it,
because
even
if
you're,
a
few
weeks
behind
your
rate
of
infection,
gonna
be
much
lower.
You
know
those
four
examples:
Seattle
was
epicenter
of
the
outbreak.
The
LA
in
New
York
have
already
surpassed
it
because
their
populations
are
so
much
bigger.
S
Yeah
you're
right
that
that's
interesting,
I
guess
when
the
log
dams
happen,
then
the
the
region's
it
works.
It
first
will
remain
the
highest,
but
as
well
I
mean
very
concerning
but
interest
to
eventually
was
gonna,
be
countries.
Maybe
mine,
Mexicans
gonna
be
one
word:
they're,
not
gonna
do
lockdown
and
just
let
it
spread
through
the
population
as
as
UK
was
originally
thinking
of
doing
so,
yeah
that,
but
how
that
progresses
would
be
would
be
like
a
way
to
on
to
prove
or
disprove
it.
But
what
if
it
gets
evenly
distributed
to
every
city.
A
A
A
The
plan
was
to
have
another
meeting
on
Sunday,
not
tomorrow,
but
a
week
after
tomorrow.
But
since
we
are
already
here,
then
let
us
ask
if
people
are
willing
to
come
to
another
meeting
of
this
kind
and
many
maybe
there
is
another
day
you
wish
to
meet,
or
maybe
we
wish
to
have
like
topic
meetings
on,
for
example,
just
for
everybody
who
are
interested
in
the
dashboard
story
or
in
the
modeling
story.
So
we
may
try
to
be
more
focused
now
on
next
meetings.
E
I
want
so
I
want
to
continue
making
myself
available
for
anybody
who
wants
assistance,
getting
the
the
code
like
the
article
or
the
repo
that
way
that
I
went
over
running
so
I'll
continue
to
be
available
on
tulip
and,
if
necessary,
I
can
start
up.
Video
calls
and
specifically,
but
probably
going
to
be
mostly
asynchronous
help
from
here
on
out
from
from
me,
but
I'm
very
willing
to
to
make
sure
people
can
can
move
forward
with
just
their
their
contributions
to
the
project.
I.
I
E
E
E
I
G
Yeah
I
know
what
to
say:
I
mean
this:
hackathon
came
up
pretty
quickly,
I
mean
I,
think
it
was
I
mean
I
saw
it
announced
early
in
the
week
and
we
started
on
Saturday,
so
didn't
have
a
ton
of
time
to
prep.
So
if
people
want
to
meet
up
once
next
week,
I
think
that
makes
sense.
You
know
I
probably
keep
hacking
on
this
a
little
bit
and
see
if
I
can
come
up
with
anything
and
definitely
will
share
my
progress
on
the
chat
channel.
H
Q
A
Saturday's
better
I
see
so
maybe
we
will
just
have
meetings
on
both
Saturday
and
Sunday
next
week,
because
I
know
about
some
people
who
could
not
make
it
on
Saturday.
So
maybe
we
can
just
do
both
and
whoever
may
wish
to
come
on
that
will
come
on
that
and
the
other
the
other,
and
we
need
to
think
a
little
if
we
are
capable
of
doing
two
meetings
so
close
so
close,
but
maybe
we
can
I
have.
Q
Something
to
ask
actually
the
video
chat
I
mean:
is
it
possible
to
do
it
later
or
I'm,
absolutely
fine
getting
up,
but
that
is
anyone
for
him.
This
was
makes
it
there,
because
it's
a
7
a.m.
but
I
mean
it
would
be
7
a.m.
and
see
I,
don't
I,
don't
know
how
that
works
for
our
friend
from
Seattle
anyway,
any
doctor
yeah.
A
A
Q
C
S
Once
I
am
nice
meeting
everyone
seeing
what
you
guys
are
working
on,
everyone
is
very
interesting
and
thanks
for
the
program
to
this
together
to
the
organizers
like
it
is
very
young,
it's
very
helpful
to
get
project
going
disease
or
keep
your
mind
occupied
and
hopefully
will
turn
out
to
be
helpful
for
our
purposes.
Yeah.
Q
B
A
And
so
I
guess
two
things
that
we
will
ask
is
that
anybody
who
wishes
to
keep
following
up
on
this
may
check
the
stream
for
time
time
and
and
the
other
thing
is
feedback
like
concrete
feedback
on
how
we
should
do
these
kind
of
meetings
possibly
differently,
and
we
will
keep
chatting
on
that.
I
guess
yeah.
If.
I
I
What's
been
picking,
at
my
mind,
is
how
heavy
this
should
be,
moderated,
how
much
should
be
coordinated
and
how
much
should
not
be
coordinated,
so
I'm
really
interested
in
seeing
if
you
find
that
the
degree
of
moderation
was
was
okay
or
too
much
or
too
little
or
any
other
questions.
I've
also
posted
a
stream
for
this.
So
if
you
want
to
provide
written
feedback,
there's
a
place
for
that,
but
for
now
does
anyone
want
to
give
or
all--they
Becky.