scipy.stats.gamma() is an gamma 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.
-> a : shape parameters
-> moments : [optional] composed of letters [‘mvsk’]; 'm' = mean, 'v' = variance, 's' = Fisher's skew and 'k' = Fisher's kurtosis. (default = 'mv').
Results : gamma continuous random variable
Code #1 : Creating gamma continuous random variable
Output :
RV :
<scipy.stats._distn_infrastructure.rv_frozen object at 0x0000018D57997F60>
Code #2 : generalized gamma random variates.
Output :
Random Variates :
[0.01601209 0.05164555 1.22072489 0.53476245 0.11529018 0.16966403
0.59198231 0.71995529 0.86063603 3.81492177]
Probability Distribution :
[0.00710916 0.07919869 0.15097014 0.21974949 0.28337498 0.34020629
0.38910556 0.42939763 0.46081639 0.48344302]
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