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Data Science Workflows in JS Workshop
By
John Knight
Edited
Jul 11, 2023
1
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crabs
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crabsJS
=
crabs
.
map
(
d
=>
(
{
lat
:
d
.
Latitude
,
site
:
d
[
"Site "
]
,
sizeMm
:
d
.
carapace_width
,
airTempC
:
d
.
MATA
,
waterTempC
:
d
.
MATW
}
)
)
// Also access the carapace_width (renamed to sizeMm), MATA (renamed to airTempC), and MATW (renamed to waterTempC)
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crabsJS
Clear All
Swap X/Y
Customize
X
airTempC
Y
sizeMm
Color
#1eb8d0
Size
—
Facet X
—
Facet Y
—
Mark
Auto
Type Chart, then Shift-Enter. Ctrl-space for more options.
Insert cell
viewof
pickSize
=
Inputs
.
range
(
[
0
,
100
]
,
{
label
:
"Amount"
,
step
:
1
}
)
Insert cell
Plot
.
plot
(
{
x
:
{
label
:
"Air Temp (C)"
}
,
y
:
{
label
:
"Carapace Size (mm)"
}
,
marks
:
[
Plot
.
dot
(
crabsJS
,
{
x
:
"airTempC"
,
y
:
"sizeMm"
,
stroke
:
"black"
,
fill
:
"purple"
,
r
:
pickSize
,
opacity
:
0.5
,
tip
:
true
}
)
]
}
)
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Insert cell
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Plot
.
plot
(
{
marks
:
[
Plot
.
dot
(
crabsJS
,
{
x
:
"lat"
,
y
:
"sizeMm"
,
tip
:
true
}
)
]
}
)
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ML
=
require
(
"https://www.lactame.com/lib/ml/6.0.0/ml.min.js"
)
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crabsLM
=
new
ML
.
SimpleLinearRegression
(
crabsJS
.
map
(
d
=>
d
.
lat
)
,
crabsJS
.
map
(
d
=>
d
.
sizeMm
)
)
Insert cell
Insert cell
Insert cell
crabsJS
Clear All
Swap X/Y
Customize
X
lat
Y
sizeMm
Color
—
Size
—
Facet X
—
Facet Y
—
Mark
dot
Type Chart, then Shift-Enter. Ctrl-space for more options.
Insert cell
Plot
.
plot
(
{
marks
:
[
Plot
.
dot
(
crabsJS
,
{
x
:
"lat"
,
y
:
"sizeMm"
,
tip
:
true
}
)
,
Plot
.
linearRegressionY
(
crabsJS
,
{
x
:
"lat"
,
y
:
"sizeMm"
}
)
,
Plot
.
frame
(
)
]
,
x
:
{
label
:
"Latitude"
}
,
y
:
{
label
:
"Carapace Size (mm)"
}
}
)
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Cells
crabsJS
File attachments
HTL-MAR-FiddlerCrabBodySize.csv
CSV
Customize
Clear
Title
Subtitle
Caption
Height
Width
Auto
Full
Margin
Top
Right
Bottom
Left
Inset
Legend
Auto
None
X label
X scale
Auto
Scale
Auto
linear
log
sqrt
symlog
point
band
X options
Grid
Reverse
Y label
Y scale
Auto
Scale
Auto
linear
log
sqrt
symlog
point
band
Y options
Grid
Reverse
Color scheme
Auto
Color scheme
Auto
Default color schemes
Sequential
Diverging
Cyclical
Categorical
Sequential color schemes
Blues
Greens
Greys
Oranges
Purples
Reds
Turbo
Viridis
Inferno
Magma
Plasma
Cividis
Warm
Cool
BuGn
BuPu
GnBu
OrRd
PuBuGn
PuBu
PuRd
RdPu
YlGnBu
YlGn
YlOrBr
YlOrRd
Diverging color schemes
BrBG
PRGn
PiYG
PuOr
RdBu
RdGy
RdYlBu
RdYlGn
Spectral
Cyclical color schemes
Sinebow
Turbo
Categorical color schemes
Category10
Accent
Dark2
Paired
Pastel1
Pastel2
Set1
Set2
Set3
Tableau10
Color scale
Auto
Scale
Auto
linear
log
sqrt
symlog
categorical
ordinal
Color options
Reverse
Reducer
—
Auto
—
count
distinct
sum
min
max
mean
median
mode
Field
—
Reducer
—
Auto
—
count
distinct
sum
min
max
mean
median
mode
Field
—
Reducer
—
Auto
—
count
distinct
sum
min
max
mean
median
mode
Field
—
Reducer
—
Auto
—
count
distinct
sum
min
max
mean
median
mode
Field
—
Field
—
Field
—
Mark
Auto
—
bar
dot
line
area
rule
pickSize
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ML
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crabsLM
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Cells
crabsJS
File attachments
HTL-MAR-FiddlerCrabBodySize.csv
CSV
Customize
Clear
Title
Subtitle
Caption
Height
Width
Auto
Full
Margin
Top
Right
Bottom
Left
Inset
Legend
Auto
None
X label
X scale
Auto
Scale
Auto
linear
log
sqrt
symlog
point
band
X options
Grid
Reverse
Y label
Y scale
Auto
Scale
Auto
linear
log
sqrt
symlog
point
band
Y options
Grid
Reverse
Color scheme
Auto
Color scheme
Auto
Default color schemes
Sequential
Diverging
Cyclical
Categorical
Sequential color schemes
Blues
Greens
Greys
Oranges
Purples
Reds
Turbo
Viridis
Inferno
Magma
Plasma
Cividis
Warm
Cool
BuGn
BuPu
GnBu
OrRd
PuBuGn
PuBu
PuRd
RdPu
YlGnBu
YlGn
YlOrBr
YlOrRd
Diverging color schemes
BrBG
PRGn
PiYG
PuOr
RdBu
RdGy
RdYlBu
RdYlGn
Spectral
Cyclical color schemes
Sinebow
Turbo
Categorical color schemes
Category10
Accent
Dark2
Paired
Pastel1
Pastel2
Set1
Set2
Set3
Tableau10
Color scale
Auto
Scale
Auto
linear
log
sqrt
symlog
categorical
ordinal
Color options
Reverse
Reducer
—
Auto
—
count
distinct
sum
min
max
mean
median
mode
Field
—
Reducer
—
Auto
—
count
distinct
sum
min
max
mean
median
mode
Field
—
Reducer
—
Auto
—
count
distinct
sum
min
max
mean
median
mode
Field
—
Reducer
—
Auto
—
count
distinct
sum
min
max
mean
median
mode
Field
—
Field
—
Field
—
Mark
Auto
bar
dot
line
area
rule
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JavaScript
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