Visualizing Summary Data
Samer Mouksassi
2024-01-15
In this vignette we will demo how to visualize data which is only
available in summary format as it is coming from a published paper table
or figure for example Figure 3 from this paper:
“Remdesivir for the Treatment of Covid-19 — Final Report”
JH Beigel et al. N Engl J Med 2020. DOI:
10.1056/NEJMoa2007764
Published Data
The data has been made available in a csv data file named
remdesivirfig3.csv
library(ggquickeda) #load ggquickeda
remdesivirdata <- read.csv("./remdesivirfig3.csv") # in vignette folder
knitr::kable(remdesivirdata)
All Patients |
|
1 |
1062 |
1.29 |
1.12 |
1.49 |
Geographic Region |
North America |
2 |
847 |
1.30 |
1.10 |
1.53 |
Geographic Region |
Europe |
3 |
163 |
1.30 |
0.91 |
1.87 |
Geographic Region |
Asia |
4 |
52 |
1.36 |
0.74 |
2.47 |
Race |
White |
5 |
566 |
1.29 |
1.06 |
1.57 |
Race |
Black |
6 |
226 |
1.25 |
0.91 |
1.72 |
Race |
Asian |
7 |
135 |
1.07 |
0.73 |
1.58 |
Race |
Other |
8 |
135 |
1.68 |
1.10 |
2.58 |
Ethnic group |
Hispanic or Latino |
9 |
250 |
1.28 |
0.94 |
1.73 |
Ethnic group |
Not Hispanic or Latino |
10 |
755 |
1.31 |
1.10 |
1.55 |
Age |
18 to < 40 yr |
11 |
119 |
1.95 |
1.28 |
2.97 |
Age |
40 to < 65 yr |
12 |
559 |
1.19 |
0.98 |
1.44 |
Age |
>= 65 yr |
13 |
384 |
1.29 |
1.00 |
1.67 |
Sex |
Male |
14 |
684 |
1.30 |
1.09 |
1.56 |
Sex |
Female |
15 |
278 |
1.31 |
1.03 |
1.66 |
Symptoms duration |
<= 10 days |
16 |
676 |
1.37 |
1.14 |
1.64 |
Symptoms duration |
> 10 days |
17 |
383 |
1.20 |
0.94 |
1.52 |
Baseline Ordinal Score |
4 (not receiving oxygen) |
18 |
138 |
1.29 |
0.91 |
1.83 |
Baseline Ordinal Score |
5 (receiving oxygen) |
19 |
435 |
1.45 |
1.18 |
1.79 |
Baseline Ordinal Score |
6 (receiving high-flow oxygen) |
20 |
193 |
1.09 |
0.76 |
1.57 |
Baseline Ordinal Score |
7 (receiving mv or ECMO) |
21 |
285 |
0.98 |
0.70 |
1.36 |
Load the Data into the app
# from R launch the app with the data
#run_ggquickeda(remdesivirdata)
# if you have access the the app on a server browse to the file and load it
X/Y Mappings and Splitting Options
- After the app finishes loading the data:
- Change the mapped y variable(s) to
‘Subgroupvalue’
- Change the mapped x variable(s) to ‘RRLCI’,
‘Recovery Rate Ratio’ and ‘RRUCI’
Summary Data Mapping
- Go to Color/Group/Split/Size/Fill Mappings below
the graph
- cancel the automatic Extra Column Split and set it
to ‘None’
- set Select Row Split to ‘Subgroup’.
Graph Splitting
Facets Options
- Go to Graph Options tab and select the
Facets Options subtab. We will be using advanced
Faceting (graph splitting options):
- Set Facet Scales to ‘free_y’ (this allows only
Subgroupvalue specific to the Subgroup to appear on each graph
panel)
- Set Facet Spaces to ‘free_y’ (this allows for each
panel to occupy space proportional to the number of unique
Subgroupvalue)
- Set Facet Switch to Near Axis to ‘y’ (this will
move the y strips to the left)
- Set Strip Placement to ‘outside’ (this will put the
y strips to the left of the axis)
We still have to set text formatting options using the group of
subtabs in the lower part of the page:
- Default subtab: Facet Text Size/Angle/Face
- Set Facet Text Angle Y to 0 (if not automatically
set)
- Check the Y strip Text Bold
- Second subtab: Facet Text Justification
- Set Facet Text Vertical Justification Y to 1
- Set Facet Text Horizontal Justification Y to
0
(not shown in the screenshot)
- Fourth subtab: Facet Labels
- Set Facet Label to ‘Value(s)’
(not shown in the screenshot)
At this point you should have this graph:
Facet Options
Ordering of Variables and Values
- Go to main Inputs tab and select the
Recode/Reorder Categories subtab.
- Set Select a variable(s) to ‘Subgroup’
- Drag and drop the order of levels as in the screenshot
reordering of subgroup
While you can add another variable and manually drag and drop we will
demo next another possibility to reorder yvalues using a statistic
(e.g. median) of another variable (Subroupvalueorder):
- Select the Reorder Facets or axis Levels subtab
- Set Reorder This Variable to ‘yvalues’
- Keep By the: to ‘Median’
- Set Of this Variable: to ‘Subroupvalueorder’
reordering of Subgroupvalue
Remove Default Points and add a Point Interval
- Select the Points, Lines subtab
- Select the Median (PIs) subtab
- Set Median to ‘Median/PI’
- Set PI Geom: to ‘errorbar’
- Set PI %: to 1 (this ensures that the errorbar goes
from the min to max of values)
- Uncheck Show lines and check Show
points
- Set Median(s) Point(s) Size: to 6
Median/PI options
Setting Titles, Captions and Logging the X axis
- Select the Graph Options subtab next to the
Inputs and in the first default subtab X/Y Axes
Log/Labels:
- Type in one space in the Y axis label (this removes
the default label)
- Type in one space in the X axis label (this removes
the default label)
- Type in “Time to Recovery According to Subgroup” in the Plot
Title field
- Type in “The widths of the confidence intervals have not been
adjusted for multiplicity\nand therefore cannot be used to infer
treatment effects.\nRace and ethnic group were reported by the
patients.” in the Plot Caption field (notice how the\n
produce a line break)
- Set X Axis scale to ‘log10’
And now you should get the below plot !: ![xy label options](data:image/png;base64,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)
Example of what is Possible with ggquickeda
As an example of even more advanced features consider the screenshot
below where the Intervals Values are shown while the point Size is
proportional to the N of patients. Some theme adjustments to customize
the plot and legend were also done.
more options