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Expression of type Lambda

from the theory of proveit.statistics

In [1]:
import proveit
# Automation is not needed when building an expression:
proveit.defaults.automation = False # This will speed things up.
proveit.defaults.inline_pngs = False # Makes files smaller.
%load_expr # Load the stored expression as 'stored_expr'
# import Expression classes needed to build the expression
from proveit import Conditional, Lambda, Omega, Q, Qx, X, f, fx, x
from proveit.logic import Equals, Forall, InClass, Injections
from proveit.numbers import Sum
from proveit.statistics import Prob, ProbOfAll, SampleSpaces
In [2]:
# build up the expression from sub-expressions
sub_expr1 = [x]
expr = Lambda(Omega, Conditional(Forall(instance_param_or_params = [X], instance_expr = Forall(instance_param_or_params = [f], instance_expr = Forall(instance_param_or_params = [Q], instance_expr = Equals(ProbOfAll(instance_param_or_params = sub_expr1, instance_element = fx, domain = X, condition = Qx), Sum(index_or_indices = sub_expr1, summand = Prob(fx), domain = X, condition = Qx)).with_wrapping_at(2)), domain = Injections(X, Omega))), InClass(Omega, SampleSpaces)))
expr:
In [3]:
# check that the built expression is the same as the stored expression
assert expr == stored_expr
assert expr._style_id == stored_expr._style_id
print("Passed sanity check: expr matches stored_expr")
Passed sanity check: expr matches stored_expr
In [4]:
# Show the LaTeX representation of the expression for convenience if you need it.
print(stored_expr.latex())
\Omega \mapsto \left\{\forall_{X}~\left[\forall_{f \in \left[X \xrightarrow[]{\text{1-to-1}} \Omega\right]}~\left[\forall_{Q}~\left(\begin{array}{c} \begin{array}{l} \left[\textrm{Prob}_{x \in X~|~Q\left(x\right)}~f\left(x\right)\right] =  \\ \left[\sum_{x \in X~|~Q\left(x\right)}~\textrm{Pr}\left(f\left(x\right)\right)\right] \end{array} \end{array}\right)\right]\right] \textrm{ if } \Omega \underset{{\scriptscriptstyle c}}{\in} \textrm{SampleSpaces}\right..
In [5]:
stored_expr.style_options()
no style options
In [6]:
# display the expression information
stored_expr.expr_info()
 core typesub-expressionsexpression
0Lambdaparameter: 29
body: 2
1ExprTuple29
2Conditionalvalue: 3
condition: 4
3Operationoperator: 18
operand: 8
4Operationoperator: 6
operands: 7
5ExprTuple8
6Literal
7ExprTuple29, 9
8Lambdaparameter: 54
body: 11
9Literal
10ExprTuple54
11Operationoperator: 18
operand: 13
12ExprTuple13
13Lambdaparameter: 49
body: 15
14ExprTuple49
15Conditionalvalue: 16
condition: 17
16Operationoperator: 18
operand: 21
17Operationoperator: 50
operands: 20
18Literal
19ExprTuple21
20ExprTuple49, 22
21Lambdaparameter: 52
body: 24
22Operationoperator: 25
operands: 26
23ExprTuple52
24Operationoperator: 27
operands: 28
25Literal
26ExprTuple54, 29
27Literal
28ExprTuple30, 31
29Variable
30Operationoperator: 32
operand: 36
31Operationoperator: 34
operand: 37
32Literal
33ExprTuple36
34Literal
35ExprTuple37
36Lambdaparameter: 55
body: 38
37Lambdaparameter: 55
body: 39
38Conditionalvalue: 46
condition: 41
39Conditionalvalue: 40
condition: 41
40Operationoperator: 42
operand: 46
41Operationoperator: 44
operands: 45
42Literal
43ExprTuple46
44Literal
45ExprTuple47, 48
46Operationoperator: 49
operand: 55
47Operationoperator: 50
operands: 51
48Operationoperator: 52
operand: 55
49Variable
50Literal
51ExprTuple55, 54
52Variable
53ExprTuple55
54Variable
55Variable