scipy.stats.halfcauchy() is an Half-Cauchy continuous random variable that is defined with a standard format and some shape parameters to complete its specification.
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Parameters :
-> q : lower and upper tail probability
-> x : quantiles
-> loc : [optional]location parameter. Default = 0
-> scale : [optional]scale parameter. Default = 1
-> size : [tuple of ints, optional] shape or random variates.
-> moments : [optional] composed of letters [‘mvsk’]; 'm' = mean, 'v' = variance, 's' = Fisher's skew and 'k' = Fisher's kurtosis. (default = 'mv').
Results : Half-Cauchy continuous random variable
Code #1 : Creating Half-Cauchy continuous random variable
Output :
RV :
<scipy.stats._distn_infrastructure.rv_frozen object at 0x000001E39A272470>
Code #2 : Half-Cauchy random variates and probability distribution
Output :
Random Variates :
[ 6.99019514 4.03402743 6.59099197 2.54849344 5.22950683 0.02399243
0.43431935 2.38057697 8.43432847 10.53182273]
Probability Distribution :
[0.63655612 0.62900877 0.60973065 0.58080446 0.54500451 0.50521369
0.46397476 0.42325628 0.38440902 0.34824122]
Code #3 : Graphical Representation.
Output :
Distribution :
[0. 0.06122449 0.12244898 0.18367347 0.24489796 0.30612245
0.36734694 0.42857143 0.48979592 0.55102041 0.6122449 0.67346939
0.73469388 0.79591837 0.85714286 0.91836735 0.97959184 1.04081633
1.10204082 1.16326531 1.2244898 1.28571429 1.34693878 1.40816327
1.46938776 1.53061224 1.59183673 1.65306122 1.71428571 1.7755102
1.83673469 1.89795918 1.95918367 2.02040816 2.08163265 2.14285714
2.20408163 2.26530612 2.32653061 2.3877551 2.44897959 2.51020408
2.57142857 2.63265306 2.69387755 2.75510204 2.81632653 2.87755102
2.93877551 3. ]
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Code #4 : Varying Positional Arguments
