ganit 0.1.2

Ganit(गणित) means Calculation in Sanskrit. As the name suggests this is a calculation utility

Ganit (गणित)

Ganit(गणित) means calculation in Sanskrit. As the name suggests, this is a calculation utility. This is a parser library implemented in python. The library takes as argument an expression, either infix or postfix and evaluates the expression and returns the result. It supports all major mathematical functions. This uses a slightly extended version of Shunting Yard algorithm. You can read more about this algorithm here.

The evaluator can take variable as argument. Evaluation of expression like x^2 + y^3 is possible with this library. It can also take expression as variable. Or in other words, nested expression like cos(x^2+y^2)^2 + sin(x^2+y^2)^2 is also possible. Or even evaluation of nested expression like cos(y); y = sin(theta); theta=acos(sin(x)); x = 45 is possible, it actually evaluates cos(sin(acos(sin(45)))) in this case. It starts from the innermost expression and gradually evaluates the outermost.

Apart from evaluating the expression, parser can return prescanned expression. A prescanned expression is the one which converts an expression and changing multiple occurences of +/-. e.g. -2 will be converted to 0-2 and --2 to 0+2 or ---2 to -2 and so on. Similar changes occur for multiple occurences of + as well.

The parser can also return the postfix expression of a given infix expression. e.g. 2 * 4 will be returned as 2 4 *.

Usage

pip install

The module can be installed using pip with the following command-

$ sudo pip install ganit

Download Source Code

The source code can be downloaded and the parser can be called directly in program.

Once the package is downloaded, you can use the main Parser module from the package and use it in your application.

# import the library and the main parser module
from ganit import Parser
# Create an object of the parser
p = Parser()
print(p.prescan("2 * 4")) # It will print '2*4'
print(p.convert("2 * 4")) # It will print '2 4 *'
# Evaluate the expression
print(p.evaluate("2*4")) # It will print '8'

Evaluation

The library can be used for 3 different tasks -

• Prescanning of an expression
• Conversion of infix to postfix
• Evaluation of Infix/Postfix expression

The library gives 5 predefined variables -

1. e - Euler's Number
2. pi - π
3. tau - τ, the circle constant equal to 2*π, the ratio of a circle’s circumference to its radius.
4. True - boolean True value to work with logic expressions. If any expression tries to to any mathematical operation on True, it is treated as 1. So, 1+True results in 2.
5. False - boolean False value to work with logic expressions. If any expression tries to to any mathematical operation on False, it is treated as 0. So, 1+False results in 1.

Prescanning of Expression

If an infix expression is not properly embraced, finding the difference between negation and subtraction is difficult during infix to postfix conversion. So, before processing an infix notation, the library checks for occurences of minus/plus signs and tries to find what purpose the sign is used for. Below are some conversions happened during prescan-

• '-2' is changed to '0-2'
• '--2' is changed to '0+2'
• '---2' is changed to '0-2'
• '(-2)' is changed to '(0-2)'
• '4*-7' is changed to '4*(0-7)'

Similar logic is also applied for multiple occurences of '+' sign as well. Please check the 'Test' section for more details.

The argument of prescan is the expression to be evaluated. A 'dict' object can also be passed as argument, which has a key "exp". The "exp" key of the 'dict' object holds the expression.

This method does not check for validity of the expression. e.g. If you pass an expression with a variable and the variable is not passed, the method still succeeds and returns a changed expression.

Following are some examples of prescan

from ganit import Parser
p = Parser()
# prescan the infix expression
print(p.prescan("2 * 4")) # It will print '2*4'
# passing dict as expression
d = {"exp": "2 * x"}
print(p.prescan(d)) # It will print "2*x"
print(p.prescan(2)) # It will print "2"
print(p.prescan(3.14)) # It will print "3.14"

Conversion of Infix to Postfix

Before evaluating any expression, parser converts any infix notation to postfix notation, thus making the processing easier.

This uses a slightly extended version of Shunting Yard algorithm. You can read more about this algorithm here

The convert method takes 2 arguments -

1. The required exp argument, which can be either an 'int' or 'float' or 'str' object (where you do not need to pass any variables) or a 'dict' object containing keys "exp" and "variables".
2. In case the first argument is 'str', a 'dict' object with all the variables can be passed to it. If the first object is 'dict' object, the second argument is ignored.

This method checks the validity of the passed infix expression but does not evaluate it.

from ganit import Parser
p = Parser()
# Convert only numeric or predefined variables like e, pi and tau
print(p.convert("2 * 4")) # It will print '2 4 *'
d = {"exp": "2*x", "variables": {"x":2}}
print(p.convert(d)) # It will print '2 x *'
print(p.convert(d, {"y": 2})) # It will print '2 x *'
d = {"exp": "2*x", "variables": {"y":2}}
print(p.convert(d)) # It will throw error as the variable 'x' is not passed as variable
print(p.convert(d, {"x": 2})) # It will also throw an error, as the first object is of type dict, so second argument is ignored.
print(p.convert("2*x", {"x": 2})) # It will print '2 x *'
print(p.convert(2)) # It will print '2'
print(p.convert(2, {"x": 2})) # It will print '2'. The second argument is ignored.
print(p.convert("2 * pi")) # It will print '2 pi *'

Evaluation of Infix/Postfix expression

The actual evaluation happens here.

The evaluate method has 3 arguments -

1. The required exp argument, which can either be an 'int', a 'float' or a 'str' or a 'dict' object containing "exp", "variables", "convert" as keys. The expression passed to this method can also be a postfix notation.
2. The second argument is a 'bool' value. This determines if the expression needs to be first converted to a postfix nontation or not. If an postfix notation is passed, this variable should be passed as False. The default value is True. If the first argument is of type 'dict', this value is ignored, even if passed.
3. If the first argument is 'str', a 'dict' object with all the variables as keys can be passed to it. If the first object is 'dict' object, this argument is ignored.

This method checks the validity of the passed postfix expression first, then proceeds with evaluation. If postfix notation is wrong, it does not perform any calculation.

Evaluation can be done in nested fashion. So, an expression can contain a variable which in turn is another expression and the pattern go infinitely (or, till stack supports).

from ganit import Parser
p = Parser()
print(p.evaluate("2 * 4")) # It will print '8'
print(p.evaluate("2 * x")) # It will throw error
print(p.evaluate("2 * x", {"x": 2})) # It will print 4
# A postfix notation is passed as argument
print(p.evaluate("2 x *", False, {"x": 2})) # It will print 4
# Nested Expression
d = {"exp": "2 * x", "variables": { "x": {"exp": "2*y", "variables": {"y": 3}} }}
p.evaluate(d) # it will print '12'
# Nested postfix expression
d = {"exp": "2 * x", "variables": { "x": {"exp": "2 y *", "convert": False, "variables": {"y": 3}} }}
p.evaluate(d) # it will also print '12'

Suppported functions

Basic Arithmatic Operations

1. + : Addition.
2. - : Subtraction.
3. * : Multiplication.
4. / : Division.
5. % : Modulus.
6. ^ : Power.

Algebric Operations

1. abs : This is a function and takes only a parameter. It returns the absolute value of the parameter passed. e.g. abs(-2) = 2, abs(2) = 2

Trigonometric Operations

Incomplete --> Please check the Test Section for a complete understanding of all supported functions.

Logical Operations

1. ? : : Ternary expression, this works pretty much like if else statement. If there is no need of an else statement, the : operation can be removed. But the : operation can only be used with ?. So, any expression containing : but not containing ? will throw an error. The use of this expression is as follows -

<Condition>?<Statement to be evaluated if condition is True>:<Statement to be evaluated if condition is False>

Or, you can remove the else part by removing :

<Condition>?<Statement to be evaluated if condition is True>

But the following will cause an error.

:<Statement>

1. >: Greater than.
2. <: Less than.
3. |: Or operation. This operator performs logical or operation of two operands. Please note that, this operator does not work as short circuit operator. So, both the operands will be evaluated regardless of whether the first operand evaluates to True or False. And this operator only works for boolean operands.
4. &: And operation. This operator performs logical and operation of two operands. Please note that, this operator does not work as short circuit operator. So, both the operands will be evaluated regardless of whether the first operand evaluates to True or False. And this operator only works for boolean operands.
5. =: Equality check. This operator performs equality check on the operands. Operands can be float, int or boolean.
6. !: Non-equality check. This operator performs non-equality check on the operands. Operands can be float, int or boolean.

Todo

• Need to create pip package
• Need to complete the documentation of all the supported functions
• Need to complete the logical expressions group
• Need to add support for Matrix Manipulation
• Need to add support for vector mathematics
• Need to add support for calculus
• Need to make an AST which can make it portable to any language.
• Need to write the AST and Ganit can be used on that platform (shell script, .net script (dll), Java, JavaScript etc.)
• May be port this library to npm, maven etc.

Test

The following tests were performed on the parser. As and when new functions are added, this list gets bigger.

Sl. No.	Original Exprression	Variables	Prescanned exprression	Postfix exprression	Postfix Result
1	-	No Variable	"Expresssion Error: ends with an operator - '-'"	"Expresssion Error: ends with an operator - '-'"	"Expresssion Error: ends with an operator - '-'"
2	-2	No Variable	-2	-2	-2
3	-9*-4	No Variable	0-9*(0-4)	0 9 0 4 - * -	36
4	-2--7	No Variable	0-2+7	0 2 - 7 +	5
5	2+-7	No Variable	2+(0-7)	2 0 7 - +	-5
6	-(2*7*-7)-8	No Variable	0-(2*7*(0-7))-8	0 2 7 * 0 7 - * - 8 -	90
7	-(2*7*-7)*-8	No Variable	0-(2*7*(0-7))*(0-8)	0 2 7 * 0 7 - * 0 8 - * -	-784
8	-(2*7*-7)*(-8)	No Variable	0-(2*7*(0-7))*(0-8)	0 2 7 * 0 7 - * 0 8 - * -	-784
9	-(2*7*-7)*cos(-8)	No Variable	0-(2*7*(0-7))*cos(0-8)	0 2 7 * 0 7 - * 0 8 - cos * -	-14.259003313244127
10	-(2*7*(-7))*cos(-8)	No Variable	0-(2*7*(0-7))*cos(0-8)	0 2 7 * 0 7 - * 0 8 - cos * -	-14.259003313244127
11	-(2*7*(-7))*atan(-8)	No Variable	0-(2*7*(0-7))*atan(0-8)	0 2 7 * 0 7 - * 0 8 - atan * -	-141.75125056031723
12	-(2 + 7)	No Variable	0-(2+7)	0 2 7 + -	-9
13	4 * -8	No Variable	4*(0-8)	4 0 8 - *	-32
14	4* - 8	No Variable	4*(0-8)	4 0 8 - *	-32
15	2 *(-4 +8)	No Variable	2*(0-4+8)	2 0 4 - 8 + *	8
16	1-4	No Variable	1-4	1 4 -	-3
17	1 - 4	No Variable	1-4	1 4 -	-3
18	4*8 - 2	No Variable	4*8-2	4 8 * 2 -	30
19	4 - +2	No Variable	4-2	4 2 -	2
20	4 + -2	No Variable	4+(0-2)	4 0 2 - +	2
21	+++++	No Variable	``	'Invalid Expression: '	'Invalid Expression: '
22	------	No Variable	"Expresssion Error: ends with an operator - '------'"	"Expresssion Error: ends with an operator - '------'"	"Expresssion Error: ends with an operator - '------'"
23	+	No Variable	``	'Invalid Expression: '	'Invalid Expression: '
24	+2	No Variable	+2	+2	2
25	+9*+4	No Variable	9*4	9 4 *	36
26	+2-+7	No Variable	2-7	2 7 -	-5
27	2++7	No Variable	2+7	2 7 +	9
28	+(2*7*+7)+8	No Variable	(2*7*7)+8	2 7 * 7 * 8 +	106
29	+(2*7*+7)*+8	No Variable	(2*7*7)*8	2 7 * 7 * 8 *	784
30	+(2*7*+7)*(+8)	No Variable	(2*7*7)*(8)	2 7 * 7 * 8 *	784
31	+(2*7*+7)*cos(+8)	No Variable	(2*7*7)*cos(8)	2 7 * 7 * 8 cos *	-14.259003313244127
32	+(2*7*(+7))*cos(+8)	No Variable	(2*7*(7))*cos(8)	2 7 * 7 * 8 cos *	-14.259003313244127
33	+(2*7*(+7))*atan(+8)	No Variable	(2*7*(7))*atan(8)	2 7 * 7 * 8 atan *	141.75125056031723
34	+(2 + 7)	No Variable	(2+7)	2 7 +	9
35	4 * +8	No Variable	4*8	4 8 *	32
36	4* + 8	No Variable	4*8	4 8 *	32
37	2 *(+4 +8)	No Variable	2*(4+8)	2 4 8 + *	24
38	1+4	No Variable	1+4	1 4 +	5
39	1 + 4	No Variable	1+4	1 4 +	5
40	4*8 + 2	No Variable	4*8+2	4 8 * 2 +	34
41	4 + +2	No Variable	4+2	4 2 +	6
42	4+log(5)	No Variable	4+log(5)	4 5 log +	4.698970004336019
43	``	No Variable	``	'Invalid Expression: '	'Invalid Expression: '
44	2+3-4/5*9	No Variable	2+3-4/5*9	2 3 + 4 5 / 9 * -	-2.2
45	2+3*log(9)-	No Variable	"Expresssion Error: ends with an operator - '2+3*log(9)-'"	"Expresssion Error: ends with an operator - '2+3*log(9)-'"	"Expresssion Error: ends with an operator - '2+3*log(9)-'"
46	{'exp': '2*x-t*y', 'variables': {'x': 1, 't': 1}}	{'x': 1, 't': 1}	2*x-t*y	'Invalid input y'	'Invalid input y'
47	{'exp': '2*x-t*y', 'variables': {'y': 1, 'x': 1, 't': 1}}	{'y': 1, 'x': 1, 't': 1}	2*x-t*y	2 x * t y * -	1
48	2*4-3	No Variable	2*4-3	2 4 * 3 -	5
49	cos(5)	No Variable	cos(5)	5 cos	0.28366218546322625
50	2.445*4-3.9*log(5, 10)	No Variable	2.445*4-3.9*log(5,10)	2.445 4 * 3.9 5 10 log * -	'Invalid Postfix Notation: Stack not 1'
51	2*4-3*log(5, 10)	No Variable	2*4-3*log(5,10)	2 4 * 3 5 10 log * -	'Invalid Postfix Notation: Stack not 1'
52	((((ln(1)+2)*3)-cos((sqrt(4)+5)))+(sqrt(ln((6*4)))+4))	No Variable	((((ln(1)+2)*3)-cos((sqrt(4)+5)))+(sqrt(ln((6*4)))+4))	1 ln 2 + 3 * 4 sqrt 5 + cos - 6 4 * ln sqrt 4 + +	11.028807433280551
53	2*3-2*8*5/2%3*abs(-4)	No Variable	2*3-2*8*5/2%3*abs(0-4)	2 3 * 2 8 * 5 * 2 / 3 % 0 4 - abs * -	2
54	2*3-2*8*5/2%3*abs(-4)*ceil(2)	No Variable	2*3-2*8*5/2%3*abs(0-4)*ceil(2)	2 3 * 2 8 * 5 * 2 / 3 % 0 4 - abs * 2 ceil * -	-2
55	2*3-2*8*5/2%3*abs(-4)*ceil(2)*factorial(2)	No Variable	2*3-2*8*5/2%3*abs(0-4)*ceil(2)*factorial(2)	2 3 * 2 8 * 5 * 2 / 3 % 0 4 - abs * 2 ceil * 2 factorial * -	-10
56	factorial(2)*2*3-2*8*5/2%3*abs(-4)*ceil(2)	No Variable	factorial(2)*2*3-2*8*5/2%3*abs(0-4)*ceil(2)	2 factorial 2 * 3 * 2 8 * 5 * 2 / 3 % 0 4 - abs * 2 ceil * -	4
57	2*3-2*8*5/2%3*abs(-4)*ceil(2.8)*factorial(2)	No Variable	2*3-2*8*5/2%3*abs(0-4)*ceil(2.8)*factorial(2)	2 3 * 2 8 * 5 * 2 / 3 % 0 4 - abs * 2.8 ceil * 2 factorial * -	-18
58	2*3-2*8*5/2%3*abs(-4)*ceil(2.8)*factorial(2)*gcd(5,15)	No Variable	2*3-2*8*5/2%3*abs(0-4)*ceil(2.8)*factorial(2)*gcd(5,15)	2 3 * 2 8 * 5 * 2 / 3 % 0 4 - abs * 2.8 ceil * 2 factorial * 5 15 gcd * -	-114
59	2*3-2*8*5/2%3*abs(-4)*ceil(2.8)*factorial(2)*gcd(5.2,15)	No Variable	2*3-2*8*5/2%3*abs(0-4)*ceil(2.8)*factorial(2)*gcd(5.2,15)	2 3 * 2 8 * 5 * 2 / 3 % 0 4 - abs * 2.8 ceil * 2 factorial * 5.2 15 gcd * -	'Value Error: 15.0 , 5.2. GCD can only be determined for integers.'
60	2*3-2*8*5/2%3*abs(-4)*ceil(2.8)*factorial(1.2)*gcd(5,15)	No Variable	2*3-2*8*5/2%3*abs(0-4)*ceil(2.8)*factorial(1.2)*gcd(5,15)	2 3 * 2 8 * 5 * 2 / 3 % 0 4 - abs * 2.8 ceil * 1.2 factorial * 5 15 gcd * -	'Value Error: 1.2. Factorial calculation can only be done for integers.'
61	2*3-2*8*5/2*exp(2)	No Variable	2*3-2*8*5/2*exp(2)	2 3 * 2 8 * 5 * 2 / 2 exp * -	-289.56224395722603
62	2*pow(2,3)	No Variable	2*pow(2,3)	2 2 3 pow *	16
63	2*pow(2,3)*sqrt(4)	No Variable	2*pow(2,3)*sqrt(4)	2 2 3 pow * 4 sqrt *	32
64	2*pow(2,3)*log(1000)	No Variable	2*pow(2,3)*log(1000)	2 2 3 pow * 1000 log *	48
65	2*pow(2,3)*log2(16)	No Variable	2*pow(2,3)*log2(16)	2 2 3 pow * 16 log2 *	64
66	2*pow(2,3)*Log(16, 2)	No Variable	2*pow(2,3)*Log(16,2)	2 2 3 pow * 16 2 Log *	64
67	2*pow(2,3)*ln(e^2)	No Variable	2*pow(2,3)*ln(e^2)	2 2 3 pow * e 2 ^ ln *	32
68	-(2*7*-7)*sin(-8)	No Variable	0-(2*7*(0-7))*sin(0-8)	0 2 7 * 0 7 - * 0 8 - sin * -	-96.95710816909141
69	-(2*7*-7)*tan(-8)	No Variable	0-(2*7*(0-7))*tan(0-8)	0 2 7 * 0 7 - * 0 8 - tan * -	666.3717226115972
70	-(2*7*-7)*sinh(-8)	No Variable	0-(2*7*(0-7))*sinh(0-8)	0 2 7 * 0 7 - * 0 8 - sinh * -	-146066.92492737592
71	-(2*7*-7)*cosh(-8)	No Variable	0-(2*7*(0-7))*cosh(0-8)	0 2 7 * 0 7 - * 0 8 - cosh * -	146066.95780271344
72	-(2*7*-7)*tanh(-8)	No Variable	0-(2*7*(0-7))*tanh(0-8)	0 2 7 * 0 7 - * 0 8 - tanh * -	-97.99997794310823
73	-(2*7*-7)*atan(-8)	No Variable	0-(2*7*(0-7))*atan(0-8)	0 2 7 * 0 7 - * 0 8 - atan * -	-141.75125056031723
74	-(2*7*-7)*asin(-8)	No Variable	0-(2*7*(0-7))*asin(0-8)	0 2 7 * 0 7 - * 0 8 - asin * -	math domain error
75	-(2*7*-7)*acos(-8)	No Variable	0-(2*7*(0-7))*acos(0-8)	0 2 7 * 0 7 - * 0 8 - acos * -	math domain error
76	-(2*7*-7)*asin(-.8)	No Variable	0-(2*7*(0-7))*asin(0-.8)	0 2 7 * 0 7 - * 0 .8 - asin * -	-90.874931364158
77	-(2*7*-7)*acos(-.8)	No Variable	0-(2*7*(0-7))*acos(0-.8)	0 2 7 * 0 7 - * 0 .8 - acos * -	244.81297139005787
78	-(2*7*-7)*atanh(-8)	No Variable	0-(2*7*(0-7))*atanh(0-8)	0 2 7 * 0 7 - * 0 8 - atanh * -	math domain error
79	-(2*7*-7)*asinh(-8)	No Variable	0-(2*7*(0-7))*asinh(0-8)	0 2 7 * 0 7 - * 0 8 - asinh * -	-272.09428351092436
80	-(2*7*-7)*acosh(-8)	No Variable	0-(2*7*(0-7))*acosh(0-8)	0 2 7 * 0 7 - * 0 8 - acosh * -	math domain error
81	hypot(4,3)	No Variable	hypot(4,3)	4 3 hypot	5
82	deg(pi/3)	No Variable	deg(pi/3)	pi 3 / deg	59.99999999999999
83	rad(60)	No Variable	rad(60)	60 rad	1.0471975511965976
84	{'exp': 't y *', 'variables': {'y': 1, 'x': 1, 't': 1}, 'convert': False}	{'y': 1, 'x': 1, 't': 1}	"Expresssion Error: ends with an operator - 'ty*'"	"Expresssion Error: ends with an operator - 'ty*'"	1
85	{'exp': 't y *', 'variables': {'x': 1, 'y': 1}, 'convert': False}	{'x': 1, 'y': 1}	"Expresssion Error: ends with an operator - 'ty*'"	"Expresssion Error: ends with an operator - 'ty*'"	'Unknown Symbol in expression: t'
86	{'exp': '3 t y *', 'variables': {'y': 1, 't': 1}, 'convert': False}	{'y': 1, 't': 1}	"Expresssion Error: ends with an operator - '3ty*'"	"Expresssion Error: ends with an operator - '3ty*'"	'Invalid Postfix Notation: Stack not 1'
87	{'exp': ' y *', 'variables': {'y': 1, 't': 1}, 'convert': False}	{'y': 1, 't': 1}	"Expresssion Error: ends with an operator - 'y*'"	"Expresssion Error: ends with an operator - 'y*'"	'Invalid Postfix Notation: Causes Stack Underflow - y *'
88	-2	No Variable	-2	-2	-2
89	--2	No Variable	0+2	0 2 +	2
90	---2	No Variable	0-2	0 2 -	-2
91	----2	No Variable	0+2	0 2 +	2
92	-----2	No Variable	0-2	0 2 -	-2
93	++2	No Variable	2	2	2
94	+++2	No Variable	2	2	2
95	++++2	No Variable	2	2	2
96	--++2	No Variable	0+2	0 2 +	2
97	++-2	No Variable	(0-2)	0 2 -	-2
98	++++----2	No Variable	(0+2)	0 2 +	2
99	++++-----2	No Variable	(0-2)	0 2 -	-2
100	-(2*7*-7)*cos(---8)	No Variable	0-(2*7*(0-7))*cos(0-8)	0 2 7 * 0 7 - * 0 8 - cos * -	-14.259003313244127
101	-(2*7*-7)*cos(----8)	No Variable	0-(2*7*(0-7))*cos(0+8)	0 2 7 * 0 7 - * 0 8 + cos * -	-14.259003313244127
102	-(2*7*--7)*cos(--8)	No Variable	0-(2*7*(0+7))*cos(0+8)	0 2 7 * 0 7 + * 0 8 + cos * -	14.259003313244127
103	-(2*7*---7)*cos(---8)	No Variable	0-(2*7*(0-7))*cos(0-8)	0 2 7 * 0 7 - * 0 8 - cos * -	-14.259003313244127
104	-(2*7*----7)*cos(----8)	No Variable	0-(2*7*(0+7))*cos(0+8)	0 2 7 * 0 7 + * 0 8 + cos * -	14.259003313244127
105	-(2*7*-----7)*cos(----8)	No Variable	0-(2*7*(0-7))*cos(0+8)	0 2 7 * 0 7 - * 0 8 + cos * -	-14.259003313244127
106	sin(cos(45))	No Variable	sin(cos(45))	45 cos sin	0.5014916033198201
107	deg(asin(cos(45)))	No Variable	deg(asin(cos(45)))	45 cos asin deg	31.68992191129556
108	deg(asin(cos(rad(45))))	No Variable	deg(asin(cos(rad(45))))	45 rad cos asin deg	45.00000000000001
109	deg(acos(cos(rad(hypot(4, 3)))))	No Variable	deg(acos(cos(rad(hypot(4,3)))))	4 3 hypot rad cos acos deg	4.999999999999992
110	{'exp': 'deg(acos(cos(rad(hypot(4, 3)))))+ y *x^t', 'variables': {'y': 9, 'x': 4, 't': 16}, 'convert': True}	{'y': 9, 'x': 4, 't': 16}	deg(acos(cos(rad(hypot(4,3)))))+y*x^t	4 3 hypot rad cos acos deg y x t ^ * +	38654705669
111	{'exp': 'atan(deg(acos(cos(rad(hypot(4, 3)))))+ y *x^t)', 'variables': {'y': 9, 'x': 4, 't': 16}, 'convert': True}	{'y': 9, 'x': 4, 't': 16}	atan(deg(acos(cos(rad(hypot(4,3)))))+y*x^t)	4 3 hypot rad cos acos deg y x t ^ * + atan	1.5707963267690266
112	{'exp': 'atan(deg(acos(cos(rad(hypot(4, 3)))))+ y *x^t)', 'variables': {'y': 9, 'x': '2*4 - 3', 't': 16}, 'convert': True}	{'y': 9, 'x': '2*4 - 3', 't': 16}	atan(deg(acos(cos(rad(hypot(4,3)))))+y*x^t)	4 3 hypot rad cos acos deg y x t ^ * + atan	1.5707963267941685
113	{'exp': 'hypot(x^2*4, y*t)', 'variables': {'t': 6, 'x': '2*4 - 3', 'y': '5*0.6'}, 'convert': True}	{'t': 6, 'x': '2*4 - 3', 'y': '5*0.6'}	hypot(x^2*4,y*t)	x 2 ^ 4 * y t * hypot	101.6070863670443
114	{'exp': 'hypot(x^2*4, y*t)', 'variables': {'t': 6, 'x': '2*m - 3', 'y': '5*0.6'}, 'convert': True}	{'t': 6, 'x': '2*m - 3', 'y': '5*0.6'}	hypot(x^2*4,y*t)	x 2 ^ 4 * y t * hypot	'Invalid input m'
115	{'exp': 'hypot(x+y*t,x*y)', 'variables': {'t': 6, 'x': '6', 'y': '5*0.6'}, 'convert': True}	{'t': 6, 'x': '6', 'y': '5*0.6'}	hypot(x+y*t,x*y)	x y t * + x y * hypot	30
116	{'exp': 'hypot(x+y*t,x*y)', 'variables': {'t': 6, 'x': '4', 'y': '5*0.6'}, 'convert': True}	{'t': 6, 'x': '4', 'y': '5*0.6'}	hypot(x+y*t,x*y)	x y t * + x y * hypot	25.059928172283335
117	{'exp': 'hypot(x+y*t,x*y)', 'variables': {'t': 6, 'x': '5*5', 'y': {'exp': 'a + b', 'variables': {'a': 9, 'b': 10}}}, 'convert': True}	{'t': 6, 'x': '5*5', 'y': {'exp': 'a + b', 'variables': {'a': 9, 'b': 10}}}	hypot(x+y*t,x*y)	x y t * + x y * hypot	494.92019558712695
118	{'exp': 'x', 'variables': {'x': {'exp': 'atan(deg(acos(cos(rad(hypot(4, 3)))))+ y *x^t)', 'variables': {'y': 9, 'x': '2*4 - 3', 't': 16}, 'convert': True}}}	{'x': {'exp': 'atan(deg(acos(cos(rad(hypot(4, 3)))))+ y *x^t)', 'variables': {'y': 9, 'x': '2*4 - 3', 't': 16}, 'convert': True}}	x	x	1.5707963267941685
119	{'exp': 'x*y + z^2', 'variables': {'x': 2, 'z': '5*0.5', 'y': {'exp': 'x + y', 'variables': {'x': {'exp': '2*y', 'variables': {'y': 1}}, 'y': {'exp': '2*x', 'variables': {'x': {'exp': '(sin(theta))^2 + (cos(theta))^2', 'variables': {'theta': {'exp': 'log(9*y) - 2*cos(z)+ln(e^2)', 'variables': {'z': 'e', 'y': {'exp': 'x', 'variables': {'x': {'exp': 'atan(deg(acos(cos(rad(hypot(4, 3)))))+ y *x^t)', 'variables': {'y': 9, 'x': '2*4 - 3', 't': 16}, 'convert': True}}}}}}}}}}}}}	{'x': 2, 'z': '5*0.5', 'y': {'exp': 'x + y', 'variables': {'x': {'exp': '2*y', 'variables': {'y': 1}}, 'y': {'exp': '2*x', 'variables': {'x': {'exp': '(sin(theta))^2 + (cos(theta))^2', 'variables': {'theta': {'exp': 'log(9*y) - 2*cos(z)+ln(e^2)', 'variables': {'z': 'e', 'y': {'exp': 'x', 'variables': {'x': {'exp': 'atan(deg(acos(cos(rad(hypot(4, 3)))))+ y *x^t)', 'variables': {'y': 9, 'x': '2*4 - 3', 't': 16}, 'convert': True}}}}}}}}}}}}	x*y+z^2	x y * z 2 ^ +	14.25
120	{'exp': 'x', 'variables': {'x': {'exp': 'y', 'variables': {'y': {'exp': 'z', 'variables': {'z': 3}}}}}}	{'x': {'exp': 'y', 'variables': {'y': {'exp': 'z', 'variables': {'z': 3}}}}}	x	x	3
121	{'exp': 14.25}	No Variable	14.25	14.25	14.25
122	{'exp': 14}	No Variable	14	14	14
123	{'exp': 'x + y', 'variables': {'x': {'exp': 'y', 'variables': {'y': {'exp': 23}}}, 'y': {'exp': 25}}}	{'x': {'exp': 'y', 'variables': {'y': {'exp': 23}}}, 'y': {'exp': 25}}	x+y	x y +	48
124	{'exp': 'cos(x^2 + y^2)^2 + sin(x^2 + y^2)^2', 'variables': {'x': 30, 'y': 20}}	{'x': 30, 'y': 20}	cos(x^2+y^2)^2+sin(x^2+y^2)^2	x 2 ^ y 2 ^ + cos 2 ^ x 2 ^ y 2 ^ + sin 2 ^ +	1
125	{'exp': 'cos(y)', 'variables': {'y': {'exp': 'sin(theta)', 'variables': {'theta': {'exp': 'acos(sin(x))', 'variables': {'x': 45}}}}}}	{'y': {'exp': 'sin(theta)', 'variables': {'theta': {'exp': 'acos(sin(x))', 'variables': {'x': 45}}}}}	cos(y)	y cos	0.8651625117859165
126	2*4-3<5*2+4?4:3	No Variable	2*4-3<5*2+4?4:3	2 4 * 3 - 5 2 * 4 + < 4 ? 3 :	': only works with ? operator'
127	True?4:5	No Variable	True?4:5	True 4 ? 5 :	': only works with ? operator'
128	False?4:5	No Variable	False?4:5	False 4 ? 5 :	5
129	2*4?4:5	No Variable	2*4?4:5	2 4 * 4 ? 5 :	'?: only works for boolean condition'
130	{'exp': 'sin(theta)^2+cos(theta)^2<0', 'variables': {'theta': 30}}	{'theta': 30}	sin(theta)^2+cos(theta)^2<0	theta sin 2 ^ theta cos 2 ^ + 0 <	False
131	2*4-3<5*2+4?4*4^2:2*4-5*3	No Variable	2*4-3<5*2+4?4*4^2:2*4-5*3	2 4 * 3 - 5 2 * 4 + < 4 4 2 ^ * ? 2 4 * 5 3 * - :	': only works with ? operator'
132	2*4-3<5*2+4?4*4^2	No Variable	2*4-3<5*2+4?4*4^2	2 4 * 3 - 5 2 * 4 + < 4 4 2 ^ * ?	64
133	:4*2+5	No Variable	:4*2+5	4 2 * 5 + :	'Invalid Postfix Notation: Causes Stack Underflow - 4 2 * 5 + : '
134	4*3:4*2+5	No Variable	4*3:4*2+5	4 3 * 4 2 * 5 + :	': only works with ? operator'
135	{'exp': 'x^2 + y^2 < 1 ? cos(theta) >1?4:5:6', 'variables': {'theta': 60, 'y': {'exp': 'cos(phi)', 'variables': {'phi': 'acos(0.5)'}}, 'x': {'exp': 'sin(phi)', 'variables': {'phi': 'acos(0.5)'}}}}	{'theta': 60, 'y': {'exp': 'cos(phi)', 'variables': {'phi': 'acos(0.5)'}}, 'x': {'exp': 'sin(phi)', 'variables': {'phi': 'acos(0.5)'}}}	x^2+y^2<1?cos(theta)>1?4:5:6	x 2 ^ y 2 ^ + 1 < theta cos 1 > ? 4 ? 5 : 6 :	5
136	{'variables': {'x': {'variables': {'phi': 'acos(0.5)'}, 'exp': 'sin(phi)'}, 'theta': 60, 'y': {'variables': {'phi': 'acos(0.5)'}, 'exp': 'cos(phi)'}}, 'exp': 'x^2 + y^2 < 1 ? cos(theta) >1+4-5:6'}	{'x': {'variables': {'phi': 'acos(0.5)'}, 'exp': 'sin(phi)'}, 'theta': 60, 'y': {'variables': {'phi': 'acos(0.5)'}, 'exp': 'cos(phi)'}}	x^2+y^2<1?cos(theta)>1+4-5:6	x 2 ^ y 2 ^ + 1 < theta cos 1 4 + 5 - > ? 6 :	6
137	1+True	No Variable	1+True	1 True +	2
138	1-True	No Variable	1-True	1 True -	0
139	1*True	No Variable	1*True	1 True *	1
140	1/True	No Variable	1/True	1 True /	1
141	1%True	No Variable	1%True	1 True %	0
142	5^True	No Variable	5^True	5 True ^	5
143	1+False	No Variable	1+False	1 False +	1
144	1-False	No Variable	1-False	1 False -	1
145	1*False	No Variable	1*False	1 False *	0
146	1/False	No Variable	1/False	1 False /	float division by zero
147	1 % False	No Variable	1%False	1 False %	float modulo
148	5^False	No Variable	5^False	5 False ^	1
149	True + False	No Variable	True+False	True False +	1
150	True - False	No Variable	True-False	True False -	1
151	True * False	No Variable	True*False	True False *	0
152	True / False	No Variable	True/False	True False /	division by zero
153	True % False	No Variable	True%False	True False %	integer division or modulo by zero
154	+True	No Variable	True	True	True
155	-True	No Variable	0-True	0 True -	-1
156	True	No Variable	True	True	True
157	False	No Variable	False	False	False
158	True	No Variable	True	True	True
159	False	No Variable	False	False	False
160	`True	True`	No Variable	`True	True`
161	True & True	No Variable	True&True	True True &	True
162	True = True	No Variable	True=True	True True =	True
163	True ! True	No Variable	True!True	True True !	False
164	`False	False`	No Variable	`False	False`
165	False & False	No Variable	False&False	False False &	False
166	False = False	No Variable	False=False	False False =	True
167	False ! False	No Variable	False!False	False False !	False
168	`False	True`	No Variable	`False	True`
169	False & True	No Variable	False&True	False True &	False
170	False = True	No Variable	False=True	False True =	False
171	False ! True	No Variable	False!True	False True !	True
172	2=2	No Variable	2=2	2 2 =	True
173	2=4	No Variable	2=4	2 4 =	False
174	2!6	No Variable	2!6	2 6 !	True
175	6!6	No Variable	6!6	6 6 !	False
176	`6	6`	No Variable	`6	6`
177	6&6	No Variable	6&6	6 6 &	"'&' only works for boolean conditions"
178	`True	6`	No Variable	`True	6`
179	True&6	No Variable	True&6	True 6 &	"'&' only works for boolean conditions"
180	`6	True`	No Variable	`6	True`
181	6&True	No Variable	6&True	6 True &	"'&' only works for boolean conditions"
182	{'exp': 'x^2 = 4', 'variables': {'x': {'exp': '3/y*2', 'variables': {'y': 3}}}}	{'x': {'exp': '3/y*2', 'variables': {'y': 3}}}	x^2=4	x 2 ^ 4 =	True
183	{'exp': 'x^2 ! 4', 'variables': {'x': {'exp': '3/y*2', 'variables': {'y': 3}}}}	{'x': {'exp': '3/y*2', 'variables': {'y': 3}}}	x^2!4	x 2 ^ 4 !	False
184	`{'exp': 'x^2 ! 4	y^2 = 9', 'variables': {'y': 3, 'x': {'exp': '3/y*2', 'variables': {'y': 3}}}}`	{'y': 3, 'x': {'exp': '3/y*2', 'variables': {'y': 3}}}	`x^2!4	y^2=9`
185	`{'exp': 'x^2 ! 4	y^2 = 9 ?4:6', 'variables': {'y': 3, 'x': {'exp': '3/y*2', 'variables': {'y': 3}}}}`	{'y': 3, 'x': {'exp': '3/y*2', 'variables': {'y': 3}}}	`x^2!4	y^2=9?4:6`
186	`{'exp': 'x^2 ! 4 & y^2 = 9 ?4:x^2=4? y^2 !9 ? y:y=3 & y^2=9	x^2 = 4? 6 : y:y', 'variables': {'y': 3, 'x': {'exp': '3/y*2', 'variables': {'y': 3}}}}`	{'y': 3, 'x': {'exp': '3/y*2', 'variables': {'y': 3}}}	`x^2!4&y^2=9?4:x^2=4?y^2!9?y:y=3&y^2=9	x^2=4?6:y:y`