hypos 0.0.3

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Hyposis

Hyposis is a tool for generating list of hypothesis , Which will be considered from examples (csv file)

example

Create a hypothesis based on this form. (csv file)

• "+" -> Accept
• "-" -> Reject

Sample	Header1	Header2	...	Result
1	-	-	-	(+,-)
2	-	-	-	(+,-)
3	-	-	-	(+,-)
4	-	-	-	(+,-)

!! Always write the rejected hypothesis first. !!

Ex

file name "Sample.csv"

Sample	Citation	Size	InLibrary	Price	Edition	Buy
1	Some	Small	No	Affordable	One	No
2	Many	Big	No	Expensive	Many	Yes
3	Many	Medium	No	Expensive	Few	Yes
4	Many	Small	No	Affordable	Many	Yes

# Find-S
Hypo = hypos.Hypo()
data = Hypo.Format("Sample.csv")
find_s = Hypo.FindS(data,CorrectP = "Yes",CorrectN = "No")

# find_s -> [['Many', '?', 'No', '?', '?']]

#-------------------------------------------------------

# Hypothesis all
Hypo.HypoAll(data)

-> Hypothesis all
	1 ['Many', 'Big', 'No', 'Affordable', 'Few'] No
	2 ['Many', 'Big', 'No', 'Affordable', 'Few'] Yes
	3 ['Many', 'Big', 'No', 'Affordable', 'Many'] No
	4 ['Many', 'Big', 'No', 'Affordable', 'Many'] Yes
	5 ['Many', 'Big', 'No', 'Affordable', 'One'] No
	6 ['Many', 'Big', 'No', 'Affordable', 'One'] Yes
	7 ['Many', 'Big', 'No', 'Expensive', 'Few'] No
	8 ['Many', 'Big', 'No', 'Expensive', 'Few'] Yes
	9 ['Many', 'Big', 'No', 'Expensive', 'Many'] Yes
	10 ['Many', 'Big', 'No', 'Expensive', 'One'] No
	11 ['Many', 'Big', 'No', 'Expensive', 'One'] Yes
	12 ['Many', 'Medium', 'No', 'Affordable', 'Few'] No
	13 ['Many', 'Medium', 'No', 'Affordable', 'Few'] Yes
	14 ['Many', 'Medium', 'No', 'Affordable', 'Many'] No
	15 ['Many', 'Medium', 'No', 'Affordable', 'Many'] Yes
	16 ['Many', 'Medium', 'No', 'Affordable', 'One'] No
	17 ['Many', 'Medium', 'No', 'Affordable', 'One'] Yes
	18 ['Many', 'Medium', 'No', 'Expensive', 'Few'] Yes
	19 ['Many', 'Medium', 'No', 'Expensive', 'Many'] No
	20 ['Many', 'Medium', 'No', 'Expensive', 'Many'] Yes
	21 ['Many', 'Medium', 'No', 'Expensive', 'One'] No
	22 ['Many', 'Medium', 'No', 'Expensive', 'One'] Yes
	23 ['Many', 'Small', 'No', 'Affordable', 'Few'] No
	24 ['Many', 'Small', 'No', 'Affordable', 'Few'] Yes
	25 ['Many', 'Small', 'No', 'Affordable', 'Many'] Yes
	26 ['Many', 'Small', 'No', 'Affordable', 'One'] No
	27 ['Many', 'Small', 'No', 'Affordable', 'One'] Yes
	28 ['Many', 'Small', 'No', 'Expensive', 'Few'] No
	29 ['Many', 'Small', 'No', 'Expensive', 'Few'] Yes
	30 ['Many', 'Small', 'No', 'Expensive', 'Many'] No
	31 ['Many', 'Small', 'No', 'Expensive', 'Many'] Yes
	32 ['Many', 'Small', 'No', 'Expensive', 'One'] No
	33 ['Many', 'Small', 'No', 'Expensive', 'One'] Yes
	34 ['Some', 'Big', 'No', 'Affordable', 'Few'] No
	35 ['Some', 'Big', 'No', 'Affordable', 'Few'] Yes
	36 ['Some', 'Big', 'No', 'Affordable', 'Many'] No
	37 ['Some', 'Big', 'No', 'Affordable', 'Many'] Yes
	38 ['Some', 'Big', 'No', 'Affordable', 'One'] No
	39 ['Some', 'Big', 'No', 'Affordable', 'One'] Yes
	40 ['Some', 'Big', 'No', 'Expensive', 'Few'] No
	41 ['Some', 'Big', 'No', 'Expensive', 'Few'] Yes
	42 ['Some', 'Big', 'No', 'Expensive', 'Many'] No
	43 ['Some', 'Big', 'No', 'Expensive', 'Many'] Yes
	44 ['Some', 'Big', 'No', 'Expensive', 'One'] No
	45 ['Some', 'Big', 'No', 'Expensive', 'One'] Yes
	46 ['Some', 'Medium', 'No', 'Affordable', 'Few'] No
	47 ['Some', 'Medium', 'No', 'Affordable', 'Few'] Yes
	48 ['Some', 'Medium', 'No', 'Affordable', 'Many'] No
	49 ['Some', 'Medium', 'No', 'Affordable', 'Many'] Yes
	50 ['Some', 'Medium', 'No', 'Affordable', 'One'] No
	51 ['Some', 'Medium', 'No', 'Affordable', 'One'] Yes
	52 ['Some', 'Medium', 'No', 'Expensive', 'Few'] No
	53 ['Some', 'Medium', 'No', 'Expensive', 'Few'] Yes
	54 ['Some', 'Medium', 'No', 'Expensive', 'Many'] No
	55 ['Some', 'Medium', 'No', 'Expensive', 'Many'] Yes
	56 ['Some', 'Medium', 'No', 'Expensive', 'One'] No
	57 ['Some', 'Medium', 'No', 'Expensive', 'One'] Yes
	58 ['Some', 'Small', 'No', 'Affordable', 'Few'] No
	59 ['Some', 'Small', 'No', 'Affordable', 'Few'] Yes
	60 ['Some', 'Small', 'No', 'Affordable', 'Many'] No
	61 ['Some', 'Small', 'No', 'Affordable', 'Many'] Yes
	62 ['Some', 'Small', 'No', 'Affordable', 'One'] No
	63 ['Some', 'Small', 'No', 'Expensive', 'Few'] No
	64 ['Some', 'Small', 'No', 'Expensive', 'Few'] Yes
	65 ['Some', 'Small', 'No', 'Expensive', 'Many'] No
	66 ['Some', 'Small', 'No', 'Expensive', 'Many'] Yes
	67 ['Some', 'Small', 'No', 'Expensive', 'One'] No
	68 ['Some', 'Small', 'No', 'Expensive', 'One'] Yes

#-------------------------------------------------------

# Candidate elimination
elimination = Hypo.Elimination(data,CorrectP = "Yes",CorrectN = "No")

# elimination -> [['Many', '?', 'No', '?', '?'], ['Many', '?', '?', '?', '?']]

#-------------------------------------------------------

# Check Hypothesis
Input = ['Many','Small','Yes','Affordable','Few']
Result = Hypo.Checkpart(Input,product = elimination)

# Result -> (66.66666666666666, 'ACCEPT')   "(%,Result)"

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