Bar graph with overlapping dots (Bar-dot) plot
What is the Bar-dot plot?
- This is a regular bar graph of the mean of data of each variable with overlapping dots for individual observation for that variable
- A good way to represent the mean of the variable with standard error bar and distribution of each observation
How to create Bar-dot plot?
- We will use
bioinfokit v0.6
or later - Check bioinfokit documentation for installation and documentation
- Download dataset for creating bar-dot plot
Useful reading: Data handling using pandas
# you can use interactive python interpreter, jupyter notebook, spyder or python code
# I am using interactive python interpreter (Python 3.7)
>>> from bioinfokit import analys, visuz
# load dataset as pandas dataframe
# data should not have missing values (NaN)
>>> df = analys.get_data('bdot').data
>>> df.head()
A B C D
0 25 45 30 60
1 30 55 36 60
2 28 45 35 65
3 36 56 37 62
4 29 40 48 73
# create bardot plot with default parameters
>>> visuz.stat.bardot(df=df)
# set parameter show=True, if you want view the image instead of saving
# visuz.stat.bardot(df=df, show= True)
Generated Bar-dot plot,
Change bar colors
# add different color to each bar
>>> visuz.stat.bardot(df=df, colorbar=("#f2aa4cff","#e69a8dff", "#adefd1ff", "#5b84b1ff") )
Change dot colors
# change dot color for all bars
>>> visuz.stat.bardot(df=df, colordot=["#616247ff"])
# change dot color for each bar
>>> visuz.stat.bardot(df=df, colordot=["#616247ff", "#101820ff", "#006b38ff", "#3c1053ff"] )
Change shape of dots
# change shape of dot
# see available shapes at https://matplotlib.org/3.1.1/api/markers_api.html
>>> visuz.stat.bardot(df=df, markerdot="D")
Change the bar width,
# change shape of dot
# see available shapes at https://matplotlib.org/3.1.1/api/markers_api.html
>>> visuz.stat.bardot(df=df, bw=0.6)
Add the labels to the axis,
>>> visuz.stat.bardot(df=df, axxlabel='X', axylabel='Y')
In addition to these parameters, the parameters for figure type (figtype
), figure dimension (dim
), Y axis ticks range (ylm
), axis labels (axxlabel
, axylabel
),
axis labels font size and name (axlabelfontsize
, axlabelfontname
), resolution (r
), and axis tick labels font size and font name (axtickfontsize
, axtickfontname
)
can be provided.
Check detailed usage
Last updated: April 9, 2020