Mathematical calculations with uncertain numbers
Project description
UNCERTAIN
Python module to keep track of uncertainties in mathematical calculations.
Usage example
Input:
from uncertain import *
a = UncertainValue(5, 3, 8, 'normal', [5, 1])
b = UncertainValue(1, 0.1, 4)
c = -b+2*a**(b/3)
print(c.describe(),
"\n\nThe standard deviation of b is "+str(b.std),
"\n\nThe probability of /c/ being between 2 and 6 is " +
str(probability_in_interval(c, [2, 6])))
a.plot_distribution(title="Uncertain numbers", label="a")
b.plot_distribution(label="b", alpha=0.5)
c.plot_distribution(label="c", alpha=0.5)
c.plot_distribution(plot_type='cdf', new_figure=True)
Output:
This variable is an uncertain value. It has the following properties:
- Nominal value: 2.4199518933533937
- Mean: 5.1973349566661415
- Median: 3.8063419262133795
- Variance: 13.086116036143682
- Standard deviation: 3.6174737091157527
- Skewness: 1.5519941650511524
- Lower bound: -1.9254016053940988
- Percentile 5: 2.0248565203431506
- Q1: 2.432100693608657
- Q3: 6.832833238201248
- Percentile 95: 12.808458201483177
- Upper bound: 31.899999999999995
- Probability distribution type: custom
- Number of samples: 100000
The standard deviation of b is 1.1245368594834484
The probability of /c/ being between 2 and 6 is 0.67164
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