Notebook on nbviewer (original) (raw)
- sciruby-notebooks
- [Data Analysis](/github/SciRuby/sciruby-notebooks/tree/master/Data Analysis)
- [Plotting](/github/SciRuby/sciruby-notebooks/tree/master/Data Analysis/Plotting) Notebook
This notebook describes plots that can be drawn using Gruff in Daru.
Lets change the plotting library to Gruff.
In [1]:
require 'daru' Daru.plotting_library = :gruff
Line Graph¶
In [3]:
df = Daru::DataFrame.new({ a: [1, 3, 5, 7, 5, 0], b: [1, 5, 2, 5, 1, 0], c: [1, 6, 7, 2, 6, 0] }, index: 'a'..'f') df.plot type: :line
Out[3]:
One can also select specific columns to display on x and y axis.
In [4]:
df.plot type: :line, x: :a, y: [:b, :c]
Out[4]:
Scatter Plot¶
In [5]:
df.plot type: :scatter, x: :a, y: :b
Out[5]:
Bar Graph¶
Out[6]:
Categorical Data Visualization¶
Scatter plot can be differentiated by a category vector.
In [7]:
df = Daru::DataFrame.new({ a: [1, 2, 3, 4, 5], b: [3, 2, 5, 1, 5], c: [:a, :a, :a, :b, :b] }) df.to_category :c
Out[7]:
Daru::DataFrame(5x3) | |||
---|---|---|---|
a | b | c | |
0 | 1 | 3 | a |
1 | 2 | 2 | a |
2 | 3 | 5 | a |
3 | 4 | 1 | b |
4 | 5 | 5 | b |
In [8]:
df.plot type: :scatter, x: :a, y: :b, categorized: {by: :c}
Out[8]: