FOLDER $1$ : agaricus$-$lepiota.data p$,$x$,$s$,$n$,$t$,$p$,$f$,$c$,$n$,$k$,$e$,$e$,$s$,$s$,$w$,$w$,$p$,$w$,$o$,$p$,$k$,$s$,$u

e$,$x$,$s$,$y$,$t$,$a$,$f$,$c$,$b$,$k$,$e$,$c$,$s$,$s$,$w$,$w$,$p$,$w$,$o$,$p$,$n$,$n$,$g

There are nearly $9$ thousand lines as above FOLDER $2$: agaricus $-$lepiota.names Logical rules for the mushroom data sets.

Logical rules given below seem to be the simplest possible for the

mushroom dataset and therefore should be treated as benchmark results.

Disjunctive rules for poisonous mushrooms, from most general

to most specific:

P$\_1)$ odor$=$NOT$($almond$.$OR$.$anise.OR$.$none$)$

$120$ poisonous cases missed, $98\mathrm{.}52\%$ accuracy

P$\_2)$ spore$-$print$-$color$=$green

$48$ cases missed, $99\mathrm{.}41\%$ accuracy

P$\_3)$ odor$=$none.AND.stalk$-$surface$-$below$-$ring$=$scaly.AND.

$($stalk$-$color$-$above$-$ring$=$NOT.brown$)$

$8$ cases missed, $99\mathrm{.}90\%$ accuracy

P$\_4)$ habitat$=$leaves.AND.cap$-$color$=$white

$100\%$ accuracy

Rule P$\_4)$ may also be

P$\_4\text{'})$ population$=$clustered.AND.cap$\_$color$=$white

These rule involve $6$ attributes $($out of $22).$ Rules for edible

mushrooms are obtained as negation of the rules given above, for

example the rule:

odor$=($almond$.$OR$.$anise.OR$.$none$).$AND.spore$-$print$-$color$=$NOT.green

gives $48$ errors, or $99\mathrm{.}41\%$ accuracy on the whole dataset.

Several slightly more complex variations on these rules exist,

involving other attributes, such as gill$\_$size, gill$\_$spacing,

stalk$\_$surface$\_$above$\_$ring, but the rules given above are the simplest

we have found.

$4.$ Relevant Information:

This data set includes descriptions of hypothetical samples

corresponding to $23$ species of gilled mushrooms in the Agaricus and

Lepiota Family $($pp$.500-525).$ Each species is identified as

definitely edible, definitely poisonous, or of unknown edibility and

not recommended. This latter class was combined with the poisonous

one. The Guide clearly states that there is no simple rule for

determining the edibility of a mushroom; no rule like $``$leaflets

three, let it be$\text{'}\text{'}$ for Poisonous Oak and Ivy.

$5.$ Number of Instances: $8124$

$6.$ Number of Attributes: $22($all nominally valued$)$

$7.$ Attribute Information: $($classes: edible$=$e$,$ poisonous$=$p$)$

$1.$ cap$-$shape: bell$=$b$,$conical$=$c$,$convex$=$x$,$flat$=$f$,$

knobbed$=$k$,$sunken$=$s

$2.$ cap$-$surface: fibrous$=$f$,$grooves$=$g$,$scaly$=$y$,$smooth$=$s

$3.$ cap$-$color: brown$=$n$,$buff$=$b$,$cinnamon$=$c$,$gray$=$g$,$green$=$r$,$

pink$=$p$,$purple$=$u$,$red$=$e$,$white$=$w$,$yellow$=$y

$4.$ bruises?: bruises$=$t$,$no$=$f

$5.$ odor: almond$=$a$,$anise$=$l$,$creosote$=$c$,$fishy$=$y$,$foul$=$f$,$

musty$=$m$,$none$=$n$,$pungent$=$p$,$spicy$=$s

$6.$ gill$-$attachment: attached$=$a$,$descending$=$d$,$free$=$f$,$notched$=$n

$7.$ gill$-$spacing: close$=$c$,$crowded$=$w$,$distant$=$d

$8.$ gill$-$size: broad$=$b$,$narrow$=$n

$9.$ gill$-$color: black$=$k$,$brown$=$n$,$buff$=$b$,$chocolate$=$h$,$gray$=$g$,$

green$=$r$,$orange$=$o$,$pink$=$p$,$purple$=$u$,$red$=$e$,$

white$=$w$,$yellow$=$y

$10.$ stalk$-$shape: enlarging$=$e$,$tapering$=$t

$11.$ stalk$-$root: bulbous$=$b$,$club$=$c$,$cup$=$u$,$equal$=$e$,$ rhizomorphs$=$z$,$rooted$=$r$,$missing$=?$

$12.$ stalk$-$surface$-$above$-$ring: fibrous$=$f$,$scaly$=$y$,$silky$=$k$,$smooth$=$s

$13.$ stalk$-$surface$-$below$-$ring: fibrous$=$f$,$scaly$=$y$,$silky$=$k$,$smooth$=$s

$14.$ stalk$-$color$-$above$-$ring: brown$=$n$,$buff$=$b$,$cinnamon$=$c$,$gray$=$g$,$orange$=$o pink$=$p$,$red$=$e$,$white$=$w$,$yellow$=$y

$15.$ stalk$-$color$-$below$-$ring: brown$=$n$,$buff$=$b$,$cinnamon$=$c$,$gray$=$g$,$orange$=$o$,$ pink$=$p$,$red$=$e$,$white$=$w$,$yellow$=$y

$16.$ veil$-$type: partial$=$p$,$universal$=$u

$17.$ veil$-$color: brown$=$n$,$orange$=$o$,$white$=$w$,$yellow$=$y

$18.$ ring$-$number: none$=$n$,$one$=$o$,$two$=$t

$19.$ ring$-$type: cobwebby$=$c$,$evanescent$=$e$,$flaring$=$f$,$large$=$l$,$none$=$n$,$pendant$=$p$,$sheathing$=$s$,$zone$=$z

$20.$ spore$-$print$-$color: black$=$k$,$brown$=$n$,$buff$=$b$,$chocolate$=$h$,$green $=$ r orange$=$o$,$purple$=$u$,$white$=$w$,$yellow$=$y

$21.$ population: abundant$=$a$,$clustered$=$c$,$numerous$=$n scattered$=$s$,$several$=$v$,$solitary$=$y

$22.$ habitat: grasses$=$g$,$leaves$=$l$,$meadows$=$m$,$paths$=$p$,$urban$=$u$,$waste$=$w$,$woods$=$d

$8.$ Missing Attribute Values: $2480$ of them $($denoted by $"?"),$ all for

attribute #$11.$

$9.$ Class Distribution: $-$ edible: $4208(51\mathrm{.}8\%)-$poisonous: $3916(48\mathrm{.}2\%)-$total:$8124$ instances I have the $2$ files I posted above, with the same name, attached as text in PayCharm.First of all, this data science project assignment and its subject is random fore classificatication write python code here according to the instructions given. TABLE OF PERCENTAGES,VARIANCE TABLE,CORRELATION CHART,CORRELATION MATRIX,TABLE STATISTICAL,CORRELATION AND CAUSALITY ANALYSIS. We are asked to extract this information from the code and analyze it $.$ Please it one by on and complete it$.$