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Morten Hjorth-Jensen
2023-11-12 22:35:35 +01:00
parent 36decab909
commit 3626a47505
19 changed files with 3191 additions and 0 deletions
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doc/pub/week46/html/DataFiles/bank.csv
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doc/pub/week46/html/DataFiles/cancer.dot
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digraph Tree {
node [shape=box, style="filled, rounded", color="black", fontname=helvetica] ;
edge [fontname=helvetica] ;
0 [label="worst perimeter <= 106.05\ngini = 0.465\nsamples = 426\nvalue = [[269, 157]\n[157, 269]]", fillcolor="#e5813908"] ;
1 [label="worst concave points <= 0.159\ngini = 0.067\nsamples = 259\nvalue = [[250, 9]\n[9, 250]]", fillcolor="#e58139db"] ;
0 -> 1 [labeldistance=2.5, labelangle=45, headlabel="True"] ;
2 [label="worst concave points <= 0.135\ngini = 0.031\nsamples = 253\nvalue = [[249, 4]\n[4, 249]]", fillcolor="#e58139ee"] ;
1 -> 2 ;
3 [label="radius error <= 0.643\ngini = 0.008\nsamples = 242\nvalue = [[241, 1]\n[1, 241]]", fillcolor="#e58139fb"] ;
2 -> 3 ;
4 [label="gini = 0.0\nsamples = 239\nvalue = [[239, 0]\n[0, 239]]", fillcolor="#e58139ff"] ;
3 -> 4 ;
5 [label="worst symmetry <= 0.208\ngini = 0.444\nsamples = 3\nvalue = [[2, 1]\n[1, 2]]", fillcolor="#e5813913"] ;
3 -> 5 ;
6 [label="gini = 0.0\nsamples = 1\nvalue = [[0, 1]\n[1, 0]]", fillcolor="#e58139ff"] ;
5 -> 6 ;
7 [label="gini = 0.0\nsamples = 2\nvalue = [[2, 0]\n[0, 2]]", fillcolor="#e58139ff"] ;
5 -> 7 ;
8 [label="worst texture <= 29.455\ngini = 0.397\nsamples = 11\nvalue = [[8, 3]\n[3, 8]]", fillcolor="#e581392c"] ;
2 -> 8 ;
9 [label="gini = 0.0\nsamples = 8\nvalue = [[8, 0]\n[0, 8]]", fillcolor="#e58139ff"] ;
8 -> 9 ;
10 [label="gini = 0.0\nsamples = 3\nvalue = [[0, 3]\n[3, 0]]", fillcolor="#e58139ff"] ;
8 -> 10 ;
11 [label="mean texture <= 16.22\ngini = 0.278\nsamples = 6\nvalue = [[1, 5]\n[5, 1]]", fillcolor="#e581396b"] ;
1 -> 11 ;
12 [label="gini = 0.0\nsamples = 1\nvalue = [[1, 0]\n[0, 1]]", fillcolor="#e58139ff"] ;
11 -> 12 ;
13 [label="gini = 0.0\nsamples = 5\nvalue = [[0, 5]\n[5, 0]]", fillcolor="#e58139ff"] ;
11 -> 13 ;
14 [label="worst texture <= 20.645\ngini = 0.202\nsamples = 167\nvalue = [[19, 148]\n[148, 19]]", fillcolor="#e5813994"] ;
0 -> 14 [labeldistance=2.5, labelangle=-45, headlabel="False"] ;
15 [label="worst radius <= 17.74\ngini = 0.375\nsamples = 16\nvalue = [[12, 4]\n[4, 12]]", fillcolor="#e5813938"] ;
14 -> 15 ;
16 [label="gini = 0.0\nsamples = 11\nvalue = [[11, 0]\n[0, 11]]", fillcolor="#e58139ff"] ;
15 -> 16 ;
17 [label="mean texture <= 13.745\ngini = 0.32\nsamples = 5\nvalue = [[1, 4]\n[4, 1]]", fillcolor="#e5813955"] ;
15 -> 17 ;
18 [label="gini = 0.0\nsamples = 1\nvalue = [[1, 0]\n[0, 1]]", fillcolor="#e58139ff"] ;
17 -> 18 ;
19 [label="gini = 0.0\nsamples = 4\nvalue = [[0, 4]\n[4, 0]]", fillcolor="#e58139ff"] ;
17 -> 19 ;
20 [label="mean concave points <= 0.049\ngini = 0.088\nsamples = 151\nvalue = [[7, 144]\n[144, 7]]", fillcolor="#e58139d0"] ;
14 -> 20 ;
21 [label="concave points error <= 0.01\ngini = 0.48\nsamples = 15\nvalue = [[6, 9]\n[9, 6]]", fillcolor="#e5813900"] ;
20 -> 21 ;
22 [label="gini = 0.0\nsamples = 9\nvalue = [[0, 9]\n[9, 0]]", fillcolor="#e58139ff"] ;
21 -> 22 ;
23 [label="gini = 0.0\nsamples = 6\nvalue = [[6, 0]\n[0, 6]]", fillcolor="#e58139ff"] ;
21 -> 23 ;
24 [label="worst smoothness <= 0.096\ngini = 0.015\nsamples = 136\nvalue = [[1, 135]\n[135, 1]]", fillcolor="#e58139f7"] ;
20 -> 24 ;
25 [label="gini = 0.0\nsamples = 1\nvalue = [[1, 0]\n[0, 1]]", fillcolor="#e58139ff"] ;
24 -> 25 ;
26 [label="gini = 0.0\nsamples = 135\nvalue = [[0, 135]\n[135, 0]]", fillcolor="#e58139ff"] ;
24 -> 26 ;
}
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doc/pub/week46/html/DataFiles/ride.csv
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Outlook,Temperature,Humidity,Wind,Ride
0,0,0,0,0
0,0,0,1,1
1,0,0,0,1
2,1,0,0,1
2,2,1,0,1
2,2,1,1,0
1,2,1,1,1
0,1,0,0,0
0,2,1,0,1
2,1,1,0,1
0,1,1,1,1
1,1,0,1,1
1,0,1,0,1
2,1,0,1,0
1 Outlook Temperature Humidity Wind Ride
2 0 0 0 0 0
3 0 0 0 1 1
4 1 0 0 0 1
5 2 1 0 0 1
6 2 2 1 0 1
7 2 2 1 1 0
8 1 2 1 1 1
9 0 1 0 0 0
10 0 2 1 0 1
11 2 1 1 0 1
12 0 1 1 1 1
13 1 1 0 1 1
14 1 0 1 0 1
15 2 1 0 1 0
doc/pub/week46/html/DataFiles/ride.csv~
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Outlook,Temperature,Humidity,Wind,Ride
Sunny,Hot,High,Weak,0
Sunny,Hot,High,Strong,1
Overcast,Hot,High,Weak,1
Rain,Mild,High,Weak,1
Rain,Cool,Normal,Weak,1
Rain,Cool,Normal,Strong,0
Overcast,Cool,Normal,Strong,1
Sunny,Mild,High,Weak,0
Sunny,Cool,Normal,Weak,1
Rain,Mild,Normal,Weak,1
Sunny,Mild,Normal,Strong,1
Overcast,Mild,High,Strong,1
Overcast,Hot,Normal,Weak,1
Rain,Mild,High,Strong,0
doc/pub/week46/html/DataFiles/ride.dot
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digraph Tree {
node [shape=box, style="filled, rounded", color="black", fontname=helvetica] ;
edge [fontname=helvetica] ;
0 [label="X[7] <= 0.5\ngini = 0.48\nsamples = 15\nvalue = [4, 10, 1]", fillcolor="#39e5818b"] ;
1 [label="X[1] <= 0.5\ngini = 0.408\nsamples = 14\nvalue = [4, 10, 0]", fillcolor="#39e58199"] ;
0 -> 1 [labeldistance=2.5, labelangle=45, headlabel="True"] ;
2 [label="gini = 0.48\nsamples = 10\nvalue = [4, 6, 0]", fillcolor="#39e58155"] ;
1 -> 2 ;
3 [label="gini = 0.0\nsamples = 4\nvalue = [0, 4, 0]", fillcolor="#39e581ff"] ;
1 -> 3 ;
4 [label="gini = 0.0\nsamples = 1\nvalue = [0, 0, 1]", fillcolor="#8139e5ff"] ;
0 -> 4 [labeldistance=2.5, labelangle=-45, headlabel="False"] ;
}
doc/pub/week46/html/DataFiles/rideclass.csv
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Day,Outlook,Temperature,Humidity,Wind,Ride
1,Sunny,Hot,High,Weak,0
2,Sunny,Hot,High,Strong,1
3,Overcast,Hot,High,Weak,1
4,Rain,Mild,High,Weak,1
5,Rain,Cool,Normal,Weak,1
6,Rain,Cool,Normal,Strong,0
7,Overcast,Cool,Normal,Strong,1
8,Sunny,Mild,High,Weak,0
9,Sunny,Cool,Normal,Weak,1
10,Rain,Mild,Normal,Weak,1
11,Sunny,Mild,Normal,Strong,1
12,Overcast,Mild,High,Strong,1
13,Overcast,Hot,Normal,Weak,1
14,Rain,Mild,High,Strong,0
1 Day Outlook Temperature Humidity Wind Ride
2 1 Sunny Hot High Weak 0
3 2 Sunny Hot High Strong 1
4 3 Overcast Hot High Weak 1
5 4 Rain Mild High Weak 1
6 5 Rain Cool Normal Weak 1
7 6 Rain Cool Normal Strong 0
8 7 Overcast Cool Normal Strong 1
9 8 Sunny Mild High Weak 0
10 9 Sunny Cool Normal Weak 1
11 10 Rain Mild Normal Weak 1
12 11 Sunny Mild Normal Strong 1
13 12 Overcast Mild High Strong 1
14 13 Overcast Hot Normal Weak 1
15 14 Rain Mild High Strong 0
doc/pub/week46/html/DataFiles/zoo.csv
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aardvark,1,0,0,1,0,0,1,1,1,1,0,0,4,0,0,1,1
antelope,1,0,0,1,0,0,0,1,1,1,0,0,4,1,0,1,1
bass,0,0,1,0,0,1,1,1,1,0,0,1,0,1,0,0,4
bear,1,0,0,1,0,0,1,1,1,1,0,0,4,0,0,1,1
boar,1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,1
buffalo,1,0,0,1,0,0,0,1,1,1,0,0,4,1,0,1,1
calf,1,0,0,1,0,0,0,1,1,1,0,0,4,1,1,1,1
carp,0,0,1,0,0,1,0,1,1,0,0,1,0,1,1,0,4
catfish,0,0,1,0,0,1,1,1,1,0,0,1,0,1,0,0,4
cavy,1,0,0,1,0,0,0,1,1,1,0,0,4,0,1,0,1
cheetah,1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,1
chicken,0,1,1,0,1,0,0,0,1,1,0,0,2,1,1,0,2
chub,0,0,1,0,0,1,1,1,1,0,0,1,0,1,0,0,4
clam,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,7
crab,0,0,1,0,0,1,1,0,0,0,0,0,4,0,0,0,7
crayfish,0,0,1,0,0,1,1,0,0,0,0,0,6,0,0,0,7
crow,0,1,1,0,1,0,1,0,1,1,0,0,2,1,0,0,2
deer,1,0,0,1,0,0,0,1,1,1,0,0,4,1,0,1,1
dogfish,0,0,1,0,0,1,1,1,1,0,0,1,0,1,0,1,4
dolphin,0,0,0,1,0,1,1,1,1,1,0,1,0,1,0,1,1
dove,0,1,1,0,1,0,0,0,1,1,0,0,2,1,1,0,2
duck,0,1,1,0,1,1,0,0,1,1,0,0,2,1,0,0,2
elephant,1,0,0,1,0,0,0,1,1,1,0,0,4,1,0,1,1
flamingo,0,1,1,0,1,0,0,0,1,1,0,0,2,1,0,1,2
flea,0,0,1,0,0,0,0,0,0,1,0,0,6,0,0,0,6
frog,0,0,1,0,0,1,1,1,1,1,0,0,4,0,0,0,5
frog,0,0,1,0,0,1,1,1,1,1,1,0,4,0,0,0,5
fruitbat,1,0,0,1,1,0,0,1,1,1,0,0,2,1,0,0,1
giraffe,1,0,0,1,0,0,0,1,1,1,0,0,4,1,0,1,1
girl,1,0,0,1,0,0,1,1,1,1,0,0,2,0,1,1,1
gnat,0,0,1,0,1,0,0,0,0,1,0,0,6,0,0,0,6
goat,1,0,0,1,0,0,0,1,1,1,0,0,4,1,1,1,1
gorilla,1,0,0,1,0,0,0,1,1,1,0,0,2,0,0,1,1
gull,0,1,1,0,1,1,1,0,1,1,0,0,2,1,0,0,2
haddock,0,0,1,0,0,1,0,1,1,0,0,1,0,1,0,0,4
hamster,1,0,0,1,0,0,0,1,1,1,0,0,4,1,1,0,1
hare,1,0,0,1,0,0,0,1,1,1,0,0,4,1,0,0,1
hawk,0,1,1,0,1,0,1,0,1,1,0,0,2,1,0,0,2
herring,0,0,1,0,0,1,1,1,1,0,0,1,0,1,0,0,4
honeybee,1,0,1,0,1,0,0,0,0,1,1,0,6,0,1,0,6
housefly,1,0,1,0,1,0,0,0,0,1,0,0,6,0,0,0,6
kiwi,0,1,1,0,0,0,1,0,1,1,0,0,2,1,0,0,2
ladybird,0,0,1,0,1,0,1,0,0,1,0,0,6,0,0,0,6
lark,0,1,1,0,1,0,0,0,1,1,0,0,2,1,0,0,2
leopard,1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,1
lion,1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,1
lobster,0,0,1,0,0,1,1,0,0,0,0,0,6,0,0,0,7
lynx,1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,1
mink,1,0,0,1,0,1,1,1,1,1,0,0,4,1,0,1,1
mole,1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,0,1
mongoose,1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,1
moth,1,0,1,0,1,0,0,0,0,1,0,0,6,0,0,0,6
newt,0,0,1,0,0,1,1,1,1,1,0,0,4,1,0,0,5
octopus,0,0,1,0,0,1,1,0,0,0,0,0,8,0,0,1,7
opossum,1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,0,1
oryx,1,0,0,1,0,0,0,1,1,1,0,0,4,1,0,1,1
ostrich,0,1,1,0,0,0,0,0,1,1,0,0,2,1,0,1,2
parakeet,0,1,1,0,1,0,0,0,1,1,0,0,2,1,1,0,2
penguin,0,1,1,0,0,1,1,0,1,1,0,0,2,1,0,1,2
pheasant,0,1,1,0,1,0,0,0,1,1,0,0,2,1,0,0,2
pike,0,0,1,0,0,1,1,1,1,0,0,1,0,1,0,1,4
piranha,0,0,1,0,0,1,1,1,1,0,0,1,0,1,0,0,4
pitviper,0,0,1,0,0,0,1,1,1,1,1,0,0,1,0,0,3
platypus,1,0,1,1,0,1,1,0,1,1,0,0,4,1,0,1,1
polecat,1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,1
pony,1,0,0,1,0,0,0,1,1,1,0,0,4,1,1,1,1
porpoise,0,0,0,1,0,1,1,1,1,1,0,1,0,1,0,1,1
puma,1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,1
pussycat,1,0,0,1,0,0,1,1,1,1,0,0,4,1,1,1,1
raccoon,1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,1
reindeer,1,0,0,1,0,0,0,1,1,1,0,0,4,1,1,1,1
rhea,0,1,1,0,0,0,1,0,1,1,0,0,2,1,0,1,2
scorpion,0,0,0,0,0,0,1,0,0,1,1,0,8,1,0,0,7
seahorse,0,0,1,0,0,1,0,1,1,0,0,1,0,1,0,0,4
seal,1,0,0,1,0,1,1,1,1,1,0,1,0,0,0,1,1
sealion,1,0,0,1,0,1,1,1,1,1,0,1,2,1,0,1,1
seasnake,0,0,0,0,0,1,1,1,1,0,1,0,0,1,0,0,3
seawasp,0,0,1,0,0,1,1,0,0,0,1,0,0,0,0,0,7
skimmer,0,1,1,0,1,1,1,0,1,1,0,0,2,1,0,0,2
skua,0,1,1,0,1,1,1,0,1,1,0,0,2,1,0,0,2
slowworm,0,0,1,0,0,0,1,1,1,1,0,0,0,1,0,0,3
slug,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,7
sole,0,0,1,0,0,1,0,1,1,0,0,1,0,1,0,0,4
sparrow,0,1,1,0,1,0,0,0,1,1,0,0,2,1,0,0,2
squirrel,1,0,0,1,0,0,0,1,1,1,0,0,2,1,0,0,1
starfish,0,0,1,0,0,1,1,0,0,0,0,0,5,0,0,0,7
stingray,0,0,1,0,0,1,1,1,1,0,1,1,0,1,0,1,4
swan,0,1,1,0,1,1,0,0,1,1,0,0,2,1,0,1,2
termite,0,0,1,0,0,0,0,0,0,1,0,0,6,0,0,0,6
toad,0,0,1,0,0,1,0,1,1,1,0,0,4,0,0,0,5
tortoise,0,0,1,0,0,0,0,0,1,1,0,0,4,1,0,1,3
tuatara,0,0,1,0,0,0,1,1,1,1,0,0,4,1,0,0,3
tuna,0,0,1,0,0,1,1,1,1,0,0,1,0,1,0,1,4
vampire,1,0,0,1,1,0,0,1,1,1,0,0,2,1,0,0,1
vole,1,0,0,1,0,0,0,1,1,1,0,0,4,1,0,0,1
vulture,0,1,1,0,1,0,1,0,1,1,0,0,2,1,0,1,2
wallaby,1,0,0,1,0,0,0,1,1,1,0,0,2,1,0,1,1
wasp,1,0,1,0,1,0,0,0,0,1,1,0,6,0,0,0,6
wolf,1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,1
worm,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,7
wren,0,1,1,0,1,0,0,0,1,1,0,0,2,1,0,0,2
1 aardvark 1 0 0 1 0 0 1 1 1 1 0 0 4 0 0 1 1
2 antelope 1 0 0 1 0 0 0 1 1 1 0 0 4 1 0 1 1
3 bass 0 0 1 0 0 1 1 1 1 0 0 1 0 1 0 0 4
4 bear 1 0 0 1 0 0 1 1 1 1 0 0 4 0 0 1 1
5 boar 1 0 0 1 0 0 1 1 1 1 0 0 4 1 0 1 1
6 buffalo 1 0 0 1 0 0 0 1 1 1 0 0 4 1 0 1 1
7 calf 1 0 0 1 0 0 0 1 1 1 0 0 4 1 1 1 1
8 carp 0 0 1 0 0 1 0 1 1 0 0 1 0 1 1 0 4
9 catfish 0 0 1 0 0 1 1 1 1 0 0 1 0 1 0 0 4
10 cavy 1 0 0 1 0 0 0 1 1 1 0 0 4 0 1 0 1
11 cheetah 1 0 0 1 0 0 1 1 1 1 0 0 4 1 0 1 1
12 chicken 0 1 1 0 1 0 0 0 1 1 0 0 2 1 1 0 2
13 chub 0 0 1 0 0 1 1 1 1 0 0 1 0 1 0 0 4
14 clam 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 7
15 crab 0 0 1 0 0 1 1 0 0 0 0 0 4 0 0 0 7
16 crayfish 0 0 1 0 0 1 1 0 0 0 0 0 6 0 0 0 7
17 crow 0 1 1 0 1 0 1 0 1 1 0 0 2 1 0 0 2
18 deer 1 0 0 1 0 0 0 1 1 1 0 0 4 1 0 1 1
19 dogfish 0 0 1 0 0 1 1 1 1 0 0 1 0 1 0 1 4
20 dolphin 0 0 0 1 0 1 1 1 1 1 0 1 0 1 0 1 1
21 dove 0 1 1 0 1 0 0 0 1 1 0 0 2 1 1 0 2
22 duck 0 1 1 0 1 1 0 0 1 1 0 0 2 1 0 0 2
23 elephant 1 0 0 1 0 0 0 1 1 1 0 0 4 1 0 1 1
24 flamingo 0 1 1 0 1 0 0 0 1 1 0 0 2 1 0 1 2
25 flea 0 0 1 0 0 0 0 0 0 1 0 0 6 0 0 0 6
26 frog 0 0 1 0 0 1 1 1 1 1 0 0 4 0 0 0 5
27 frog 0 0 1 0 0 1 1 1 1 1 1 0 4 0 0 0 5
28 fruitbat 1 0 0 1 1 0 0 1 1 1 0 0 2 1 0 0 1
29 giraffe 1 0 0 1 0 0 0 1 1 1 0 0 4 1 0 1 1
30 girl 1 0 0 1 0 0 1 1 1 1 0 0 2 0 1 1 1
31 gnat 0 0 1 0 1 0 0 0 0 1 0 0 6 0 0 0 6
32 goat 1 0 0 1 0 0 0 1 1 1 0 0 4 1 1 1 1
33 gorilla 1 0 0 1 0 0 0 1 1 1 0 0 2 0 0 1 1
34 gull 0 1 1 0 1 1 1 0 1 1 0 0 2 1 0 0 2
35 haddock 0 0 1 0 0 1 0 1 1 0 0 1 0 1 0 0 4
36 hamster 1 0 0 1 0 0 0 1 1 1 0 0 4 1 1 0 1
37 hare 1 0 0 1 0 0 0 1 1 1 0 0 4 1 0 0 1
38 hawk 0 1 1 0 1 0 1 0 1 1 0 0 2 1 0 0 2
39 herring 0 0 1 0 0 1 1 1 1 0 0 1 0 1 0 0 4
40 honeybee 1 0 1 0 1 0 0 0 0 1 1 0 6 0 1 0 6
41 housefly 1 0 1 0 1 0 0 0 0 1 0 0 6 0 0 0 6
42 kiwi 0 1 1 0 0 0 1 0 1 1 0 0 2 1 0 0 2
43 ladybird 0 0 1 0 1 0 1 0 0 1 0 0 6 0 0 0 6
44 lark 0 1 1 0 1 0 0 0 1 1 0 0 2 1 0 0 2
45 leopard 1 0 0 1 0 0 1 1 1 1 0 0 4 1 0 1 1
46 lion 1 0 0 1 0 0 1 1 1 1 0 0 4 1 0 1 1
47 lobster 0 0 1 0 0 1 1 0 0 0 0 0 6 0 0 0 7
48 lynx 1 0 0 1 0 0 1 1 1 1 0 0 4 1 0 1 1
49 mink 1 0 0 1 0 1 1 1 1 1 0 0 4 1 0 1 1
50 mole 1 0 0 1 0 0 1 1 1 1 0 0 4 1 0 0 1
51 mongoose 1 0 0 1 0 0 1 1 1 1 0 0 4 1 0 1 1
52 moth 1 0 1 0 1 0 0 0 0 1 0 0 6 0 0 0 6
53 newt 0 0 1 0 0 1 1 1 1 1 0 0 4 1 0 0 5
54 octopus 0 0 1 0 0 1 1 0 0 0 0 0 8 0 0 1 7
55 opossum 1 0 0 1 0 0 1 1 1 1 0 0 4 1 0 0 1
56 oryx 1 0 0 1 0 0 0 1 1 1 0 0 4 1 0 1 1
57 ostrich 0 1 1 0 0 0 0 0 1 1 0 0 2 1 0 1 2
58 parakeet 0 1 1 0 1 0 0 0 1 1 0 0 2 1 1 0 2
59 penguin 0 1 1 0 0 1 1 0 1 1 0 0 2 1 0 1 2
60 pheasant 0 1 1 0 1 0 0 0 1 1 0 0 2 1 0 0 2
61 pike 0 0 1 0 0 1 1 1 1 0 0 1 0 1 0 1 4
62 piranha 0 0 1 0 0 1 1 1 1 0 0 1 0 1 0 0 4
63 pitviper 0 0 1 0 0 0 1 1 1 1 1 0 0 1 0 0 3
64 platypus 1 0 1 1 0 1 1 0 1 1 0 0 4 1 0 1 1
65 polecat 1 0 0 1 0 0 1 1 1 1 0 0 4 1 0 1 1
66 pony 1 0 0 1 0 0 0 1 1 1 0 0 4 1 1 1 1
67 porpoise 0 0 0 1 0 1 1 1 1 1 0 1 0 1 0 1 1
68 puma 1 0 0 1 0 0 1 1 1 1 0 0 4 1 0 1 1
69 pussycat 1 0 0 1 0 0 1 1 1 1 0 0 4 1 1 1 1
70 raccoon 1 0 0 1 0 0 1 1 1 1 0 0 4 1 0 1 1
71 reindeer 1 0 0 1 0 0 0 1 1 1 0 0 4 1 1 1 1
72 rhea 0 1 1 0 0 0 1 0 1 1 0 0 2 1 0 1 2
73 scorpion 0 0 0 0 0 0 1 0 0 1 1 0 8 1 0 0 7
74 seahorse 0 0 1 0 0 1 0 1 1 0 0 1 0 1 0 0 4
75 seal 1 0 0 1 0 1 1 1 1 1 0 1 0 0 0 1 1
76 sealion 1 0 0 1 0 1 1 1 1 1 0 1 2 1 0 1 1
77 seasnake 0 0 0 0 0 1 1 1 1 0 1 0 0 1 0 0 3
78 seawasp 0 0 1 0 0 1 1 0 0 0 1 0 0 0 0 0 7
79 skimmer 0 1 1 0 1 1 1 0 1 1 0 0 2 1 0 0 2
80 skua 0 1 1 0 1 1 1 0 1 1 0 0 2 1 0 0 2
81 slowworm 0 0 1 0 0 0 1 1 1 1 0 0 0 1 0 0 3
82 slug 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 7
83 sole 0 0 1 0 0 1 0 1 1 0 0 1 0 1 0 0 4
84 sparrow 0 1 1 0 1 0 0 0 1 1 0 0 2 1 0 0 2
85 squirrel 1 0 0 1 0 0 0 1 1 1 0 0 2 1 0 0 1
86 starfish 0 0 1 0 0 1 1 0 0 0 0 0 5 0 0 0 7
87 stingray 0 0 1 0 0 1 1 1 1 0 1 1 0 1 0 1 4
88 swan 0 1 1 0 1 1 0 0 1 1 0 0 2 1 0 1 2
89 termite 0 0 1 0 0 0 0 0 0 1 0 0 6 0 0 0 6
90 toad 0 0 1 0 0 1 0 1 1 1 0 0 4 0 0 0 5
91 tortoise 0 0 1 0 0 0 0 0 1 1 0 0 4 1 0 1 3
92 tuatara 0 0 1 0 0 0 1 1 1 1 0 0 4 1 0 0 3
93 tuna 0 0 1 0 0 1 1 1 1 0 0 1 0 1 0 1 4
94 vampire 1 0 0 1 1 0 0 1 1 1 0 0 2 1 0 0 1
95 vole 1 0 0 1 0 0 0 1 1 1 0 0 4 1 0 0 1
96 vulture 0 1 1 0 1 0 1 0 1 1 0 0 2 1 0 1 2
97 wallaby 1 0 0 1 0 0 0 1 1 1 0 0 2 1 0 1 1
98 wasp 1 0 1 0 1 0 0 0 0 1 1 0 6 0 0 0 6
99 wolf 1 0 0 1 0 0 1 1 1 1 0 0 4 1 0 1 1
100 worm 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 7
101 wren 0 1 1 0 1 0 0 0 1 1 0 0 2 1 0 0 2
doc/pub/week46/ipynb/DataFiles/bank.csv
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doc/pub/week46/ipynb/DataFiles/cancer.dot
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digraph Tree {
node [shape=box, style="filled, rounded", color="black", fontname=helvetica] ;
edge [fontname=helvetica] ;
0 [label="worst perimeter <= 106.05\ngini = 0.465\nsamples = 426\nvalue = [[269, 157]\n[157, 269]]", fillcolor="#e5813908"] ;
1 [label="worst concave points <= 0.159\ngini = 0.067\nsamples = 259\nvalue = [[250, 9]\n[9, 250]]", fillcolor="#e58139db"] ;
0 -> 1 [labeldistance=2.5, labelangle=45, headlabel="True"] ;
2 [label="worst concave points <= 0.135\ngini = 0.031\nsamples = 253\nvalue = [[249, 4]\n[4, 249]]", fillcolor="#e58139ee"] ;
1 -> 2 ;
3 [label="radius error <= 0.643\ngini = 0.008\nsamples = 242\nvalue = [[241, 1]\n[1, 241]]", fillcolor="#e58139fb"] ;
2 -> 3 ;
4 [label="gini = 0.0\nsamples = 239\nvalue = [[239, 0]\n[0, 239]]", fillcolor="#e58139ff"] ;
3 -> 4 ;
5 [label="worst symmetry <= 0.208\ngini = 0.444\nsamples = 3\nvalue = [[2, 1]\n[1, 2]]", fillcolor="#e5813913"] ;
3 -> 5 ;
6 [label="gini = 0.0\nsamples = 1\nvalue = [[0, 1]\n[1, 0]]", fillcolor="#e58139ff"] ;
5 -> 6 ;
7 [label="gini = 0.0\nsamples = 2\nvalue = [[2, 0]\n[0, 2]]", fillcolor="#e58139ff"] ;
5 -> 7 ;
8 [label="worst texture <= 29.455\ngini = 0.397\nsamples = 11\nvalue = [[8, 3]\n[3, 8]]", fillcolor="#e581392c"] ;
2 -> 8 ;
9 [label="gini = 0.0\nsamples = 8\nvalue = [[8, 0]\n[0, 8]]", fillcolor="#e58139ff"] ;
8 -> 9 ;
10 [label="gini = 0.0\nsamples = 3\nvalue = [[0, 3]\n[3, 0]]", fillcolor="#e58139ff"] ;
8 -> 10 ;
11 [label="mean texture <= 16.22\ngini = 0.278\nsamples = 6\nvalue = [[1, 5]\n[5, 1]]", fillcolor="#e581396b"] ;
1 -> 11 ;
12 [label="gini = 0.0\nsamples = 1\nvalue = [[1, 0]\n[0, 1]]", fillcolor="#e58139ff"] ;
11 -> 12 ;
13 [label="gini = 0.0\nsamples = 5\nvalue = [[0, 5]\n[5, 0]]", fillcolor="#e58139ff"] ;
11 -> 13 ;
14 [label="worst texture <= 20.645\ngini = 0.202\nsamples = 167\nvalue = [[19, 148]\n[148, 19]]", fillcolor="#e5813994"] ;
0 -> 14 [labeldistance=2.5, labelangle=-45, headlabel="False"] ;
15 [label="worst radius <= 17.74\ngini = 0.375\nsamples = 16\nvalue = [[12, 4]\n[4, 12]]", fillcolor="#e5813938"] ;
14 -> 15 ;
16 [label="gini = 0.0\nsamples = 11\nvalue = [[11, 0]\n[0, 11]]", fillcolor="#e58139ff"] ;
15 -> 16 ;
17 [label="mean texture <= 13.745\ngini = 0.32\nsamples = 5\nvalue = [[1, 4]\n[4, 1]]", fillcolor="#e5813955"] ;
15 -> 17 ;
18 [label="gini = 0.0\nsamples = 1\nvalue = [[1, 0]\n[0, 1]]", fillcolor="#e58139ff"] ;
17 -> 18 ;
19 [label="gini = 0.0\nsamples = 4\nvalue = [[0, 4]\n[4, 0]]", fillcolor="#e58139ff"] ;
17 -> 19 ;
20 [label="mean concave points <= 0.049\ngini = 0.088\nsamples = 151\nvalue = [[7, 144]\n[144, 7]]", fillcolor="#e58139d0"] ;
14 -> 20 ;
21 [label="concave points error <= 0.01\ngini = 0.48\nsamples = 15\nvalue = [[6, 9]\n[9, 6]]", fillcolor="#e5813900"] ;
20 -> 21 ;
22 [label="gini = 0.0\nsamples = 9\nvalue = [[0, 9]\n[9, 0]]", fillcolor="#e58139ff"] ;
21 -> 22 ;
23 [label="gini = 0.0\nsamples = 6\nvalue = [[6, 0]\n[0, 6]]", fillcolor="#e58139ff"] ;
21 -> 23 ;
24 [label="worst smoothness <= 0.096\ngini = 0.015\nsamples = 136\nvalue = [[1, 135]\n[135, 1]]", fillcolor="#e58139f7"] ;
20 -> 24 ;
25 [label="gini = 0.0\nsamples = 1\nvalue = [[1, 0]\n[0, 1]]", fillcolor="#e58139ff"] ;
24 -> 25 ;
26 [label="gini = 0.0\nsamples = 135\nvalue = [[0, 135]\n[135, 0]]", fillcolor="#e58139ff"] ;
24 -> 26 ;
}
doc/pub/week46/ipynb/DataFiles/cancer.png
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doc/pub/week46/ipynb/DataFiles/ride.csv
+15
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Outlook,Temperature,Humidity,Wind,Ride
0,0,0,0,0
0,0,0,1,1
1,0,0,0,1
2,1,0,0,1
2,2,1,0,1
2,2,1,1,0
1,2,1,1,1
0,1,0,0,0
0,2,1,0,1
2,1,1,0,1
0,1,1,1,1
1,1,0,1,1
1,0,1,0,1
2,1,0,1,0
1 Outlook Temperature Humidity Wind Ride
2 0 0 0 0 0
3 0 0 0 1 1
4 1 0 0 0 1
5 2 1 0 0 1
6 2 2 1 0 1
7 2 2 1 1 0
8 1 2 1 1 1
9 0 1 0 0 0
10 0 2 1 0 1
11 2 1 1 0 1
12 0 1 1 1 1
13 1 1 0 1 1
14 1 0 1 0 1
15 2 1 0 1 0
doc/pub/week46/ipynb/DataFiles/ride.csv~
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Outlook,Temperature,Humidity,Wind,Ride
Sunny,Hot,High,Weak,0
Sunny,Hot,High,Strong,1
Overcast,Hot,High,Weak,1
Rain,Mild,High,Weak,1
Rain,Cool,Normal,Weak,1
Rain,Cool,Normal,Strong,0
Overcast,Cool,Normal,Strong,1
Sunny,Mild,High,Weak,0
Sunny,Cool,Normal,Weak,1
Rain,Mild,Normal,Weak,1
Sunny,Mild,Normal,Strong,1
Overcast,Mild,High,Strong,1
Overcast,Hot,Normal,Weak,1
Rain,Mild,High,Strong,0
doc/pub/week46/ipynb/DataFiles/ride.dot
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digraph Tree {
node [shape=box, style="filled, rounded", color="black", fontname=helvetica] ;
edge [fontname=helvetica] ;
0 [label="X[7] <= 0.5\ngini = 0.48\nsamples = 15\nvalue = [4, 10, 1]", fillcolor="#39e5818b"] ;
1 [label="X[1] <= 0.5\ngini = 0.408\nsamples = 14\nvalue = [4, 10, 0]", fillcolor="#39e58199"] ;
0 -> 1 [labeldistance=2.5, labelangle=45, headlabel="True"] ;
2 [label="gini = 0.48\nsamples = 10\nvalue = [4, 6, 0]", fillcolor="#39e58155"] ;
1 -> 2 ;
3 [label="gini = 0.0\nsamples = 4\nvalue = [0, 4, 0]", fillcolor="#39e581ff"] ;
1 -> 3 ;
4 [label="gini = 0.0\nsamples = 1\nvalue = [0, 0, 1]", fillcolor="#8139e5ff"] ;
0 -> 4 [labeldistance=2.5, labelangle=-45, headlabel="False"] ;
}
doc/pub/week46/ipynb/DataFiles/rideclass.csv
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Day,Outlook,Temperature,Humidity,Wind,Ride
1,Sunny,Hot,High,Weak,0
2,Sunny,Hot,High,Strong,1
3,Overcast,Hot,High,Weak,1
4,Rain,Mild,High,Weak,1
5,Rain,Cool,Normal,Weak,1
6,Rain,Cool,Normal,Strong,0
7,Overcast,Cool,Normal,Strong,1
8,Sunny,Mild,High,Weak,0
9,Sunny,Cool,Normal,Weak,1
10,Rain,Mild,Normal,Weak,1
11,Sunny,Mild,Normal,Strong,1
12,Overcast,Mild,High,Strong,1
13,Overcast,Hot,Normal,Weak,1
14,Rain,Mild,High,Strong,0
1 Day Outlook Temperature Humidity Wind Ride
2 1 Sunny Hot High Weak 0
3 2 Sunny Hot High Strong 1
4 3 Overcast Hot High Weak 1
5 4 Rain Mild High Weak 1
6 5 Rain Cool Normal Weak 1
7 6 Rain Cool Normal Strong 0
8 7 Overcast Cool Normal Strong 1
9 8 Sunny Mild High Weak 0
10 9 Sunny Cool Normal Weak 1
11 10 Rain Mild Normal Weak 1
12 11 Sunny Mild Normal Strong 1
13 12 Overcast Mild High Strong 1
14 13 Overcast Hot Normal Weak 1
15 14 Rain Mild High Strong 0
doc/pub/week46/ipynb/DataFiles/zoo.csv
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aardvark,1,0,0,1,0,0,1,1,1,1,0,0,4,0,0,1,1
antelope,1,0,0,1,0,0,0,1,1,1,0,0,4,1,0,1,1
bass,0,0,1,0,0,1,1,1,1,0,0,1,0,1,0,0,4
bear,1,0,0,1,0,0,1,1,1,1,0,0,4,0,0,1,1
boar,1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,1
buffalo,1,0,0,1,0,0,0,1,1,1,0,0,4,1,0,1,1
calf,1,0,0,1,0,0,0,1,1,1,0,0,4,1,1,1,1
carp,0,0,1,0,0,1,0,1,1,0,0,1,0,1,1,0,4
catfish,0,0,1,0,0,1,1,1,1,0,0,1,0,1,0,0,4
cavy,1,0,0,1,0,0,0,1,1,1,0,0,4,0,1,0,1
cheetah,1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,1
chicken,0,1,1,0,1,0,0,0,1,1,0,0,2,1,1,0,2
chub,0,0,1,0,0,1,1,1,1,0,0,1,0,1,0,0,4
clam,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,7
crab,0,0,1,0,0,1,1,0,0,0,0,0,4,0,0,0,7
crayfish,0,0,1,0,0,1,1,0,0,0,0,0,6,0,0,0,7
crow,0,1,1,0,1,0,1,0,1,1,0,0,2,1,0,0,2
deer,1,0,0,1,0,0,0,1,1,1,0,0,4,1,0,1,1
dogfish,0,0,1,0,0,1,1,1,1,0,0,1,0,1,0,1,4
dolphin,0,0,0,1,0,1,1,1,1,1,0,1,0,1,0,1,1
dove,0,1,1,0,1,0,0,0,1,1,0,0,2,1,1,0,2
duck,0,1,1,0,1,1,0,0,1,1,0,0,2,1,0,0,2
elephant,1,0,0,1,0,0,0,1,1,1,0,0,4,1,0,1,1
flamingo,0,1,1,0,1,0,0,0,1,1,0,0,2,1,0,1,2
flea,0,0,1,0,0,0,0,0,0,1,0,0,6,0,0,0,6
frog,0,0,1,0,0,1,1,1,1,1,0,0,4,0,0,0,5
frog,0,0,1,0,0,1,1,1,1,1,1,0,4,0,0,0,5
fruitbat,1,0,0,1,1,0,0,1,1,1,0,0,2,1,0,0,1
giraffe,1,0,0,1,0,0,0,1,1,1,0,0,4,1,0,1,1
girl,1,0,0,1,0,0,1,1,1,1,0,0,2,0,1,1,1
gnat,0,0,1,0,1,0,0,0,0,1,0,0,6,0,0,0,6
goat,1,0,0,1,0,0,0,1,1,1,0,0,4,1,1,1,1
gorilla,1,0,0,1,0,0,0,1,1,1,0,0,2,0,0,1,1
gull,0,1,1,0,1,1,1,0,1,1,0,0,2,1,0,0,2
haddock,0,0,1,0,0,1,0,1,1,0,0,1,0,1,0,0,4
hamster,1,0,0,1,0,0,0,1,1,1,0,0,4,1,1,0,1
hare,1,0,0,1,0,0,0,1,1,1,0,0,4,1,0,0,1
hawk,0,1,1,0,1,0,1,0,1,1,0,0,2,1,0,0,2
herring,0,0,1,0,0,1,1,1,1,0,0,1,0,1,0,0,4
honeybee,1,0,1,0,1,0,0,0,0,1,1,0,6,0,1,0,6
housefly,1,0,1,0,1,0,0,0,0,1,0,0,6,0,0,0,6
kiwi,0,1,1,0,0,0,1,0,1,1,0,0,2,1,0,0,2
ladybird,0,0,1,0,1,0,1,0,0,1,0,0,6,0,0,0,6
lark,0,1,1,0,1,0,0,0,1,1,0,0,2,1,0,0,2
leopard,1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,1
lion,1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,1
lobster,0,0,1,0,0,1,1,0,0,0,0,0,6,0,0,0,7
lynx,1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,1
mink,1,0,0,1,0,1,1,1,1,1,0,0,4,1,0,1,1
mole,1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,0,1
mongoose,1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,1
moth,1,0,1,0,1,0,0,0,0,1,0,0,6,0,0,0,6
newt,0,0,1,0,0,1,1,1,1,1,0,0,4,1,0,0,5
octopus,0,0,1,0,0,1,1,0,0,0,0,0,8,0,0,1,7
opossum,1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,0,1
oryx,1,0,0,1,0,0,0,1,1,1,0,0,4,1,0,1,1
ostrich,0,1,1,0,0,0,0,0,1,1,0,0,2,1,0,1,2
parakeet,0,1,1,0,1,0,0,0,1,1,0,0,2,1,1,0,2
penguin,0,1,1,0,0,1,1,0,1,1,0,0,2,1,0,1,2
pheasant,0,1,1,0,1,0,0,0,1,1,0,0,2,1,0,0,2
pike,0,0,1,0,0,1,1,1,1,0,0,1,0,1,0,1,4
piranha,0,0,1,0,0,1,1,1,1,0,0,1,0,1,0,0,4
pitviper,0,0,1,0,0,0,1,1,1,1,1,0,0,1,0,0,3
platypus,1,0,1,1,0,1,1,0,1,1,0,0,4,1,0,1,1
polecat,1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,1
pony,1,0,0,1,0,0,0,1,1,1,0,0,4,1,1,1,1
porpoise,0,0,0,1,0,1,1,1,1,1,0,1,0,1,0,1,1
puma,1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,1
pussycat,1,0,0,1,0,0,1,1,1,1,0,0,4,1,1,1,1
raccoon,1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,1
reindeer,1,0,0,1,0,0,0,1,1,1,0,0,4,1,1,1,1
rhea,0,1,1,0,0,0,1,0,1,1,0,0,2,1,0,1,2
scorpion,0,0,0,0,0,0,1,0,0,1,1,0,8,1,0,0,7
seahorse,0,0,1,0,0,1,0,1,1,0,0,1,0,1,0,0,4
seal,1,0,0,1,0,1,1,1,1,1,0,1,0,0,0,1,1
sealion,1,0,0,1,0,1,1,1,1,1,0,1,2,1,0,1,1
seasnake,0,0,0,0,0,1,1,1,1,0,1,0,0,1,0,0,3
seawasp,0,0,1,0,0,1,1,0,0,0,1,0,0,0,0,0,7
skimmer,0,1,1,0,1,1,1,0,1,1,0,0,2,1,0,0,2
skua,0,1,1,0,1,1,1,0,1,1,0,0,2,1,0,0,2
slowworm,0,0,1,0,0,0,1,1,1,1,0,0,0,1,0,0,3
slug,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,7
sole,0,0,1,0,0,1,0,1,1,0,0,1,0,1,0,0,4
sparrow,0,1,1,0,1,0,0,0,1,1,0,0,2,1,0,0,2
squirrel,1,0,0,1,0,0,0,1,1,1,0,0,2,1,0,0,1
starfish,0,0,1,0,0,1,1,0,0,0,0,0,5,0,0,0,7
stingray,0,0,1,0,0,1,1,1,1,0,1,1,0,1,0,1,4
swan,0,1,1,0,1,1,0,0,1,1,0,0,2,1,0,1,2
termite,0,0,1,0,0,0,0,0,0,1,0,0,6,0,0,0,6
toad,0,0,1,0,0,1,0,1,1,1,0,0,4,0,0,0,5
tortoise,0,0,1,0,0,0,0,0,1,1,0,0,4,1,0,1,3
tuatara,0,0,1,0,0,0,1,1,1,1,0,0,4,1,0,0,3
tuna,0,0,1,0,0,1,1,1,1,0,0,1,0,1,0,1,4
vampire,1,0,0,1,1,0,0,1,1,1,0,0,2,1,0,0,1
vole,1,0,0,1,0,0,0,1,1,1,0,0,4,1,0,0,1
vulture,0,1,1,0,1,0,1,0,1,1,0,0,2,1,0,1,2
wallaby,1,0,0,1,0,0,0,1,1,1,0,0,2,1,0,1,1
wasp,1,0,1,0,1,0,0,0,0,1,1,0,6,0,0,0,6
wolf,1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,1
worm,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,7
wren,0,1,1,0,1,0,0,0,1,1,0,0,2,1,0,0,2
1 aardvark 1 0 0 1 0 0 1 1 1 1 0 0 4 0 0 1 1
2 antelope 1 0 0 1 0 0 0 1 1 1 0 0 4 1 0 1 1
3 bass 0 0 1 0 0 1 1 1 1 0 0 1 0 1 0 0 4
4 bear 1 0 0 1 0 0 1 1 1 1 0 0 4 0 0 1 1
5 boar 1 0 0 1 0 0 1 1 1 1 0 0 4 1 0 1 1
6 buffalo 1 0 0 1 0 0 0 1 1 1 0 0 4 1 0 1 1
7 calf 1 0 0 1 0 0 0 1 1 1 0 0 4 1 1 1 1
8 carp 0 0 1 0 0 1 0 1 1 0 0 1 0 1 1 0 4
9 catfish 0 0 1 0 0 1 1 1 1 0 0 1 0 1 0 0 4
10 cavy 1 0 0 1 0 0 0 1 1 1 0 0 4 0 1 0 1
11 cheetah 1 0 0 1 0 0 1 1 1 1 0 0 4 1 0 1 1
12 chicken 0 1 1 0 1 0 0 0 1 1 0 0 2 1 1 0 2
13 chub 0 0 1 0 0 1 1 1 1 0 0 1 0 1 0 0 4
14 clam 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 7
15 crab 0 0 1 0 0 1 1 0 0 0 0 0 4 0 0 0 7
16 crayfish 0 0 1 0 0 1 1 0 0 0 0 0 6 0 0 0 7
17 crow 0 1 1 0 1 0 1 0 1 1 0 0 2 1 0 0 2
18 deer 1 0 0 1 0 0 0 1 1 1 0 0 4 1 0 1 1
19 dogfish 0 0 1 0 0 1 1 1 1 0 0 1 0 1 0 1 4
20 dolphin 0 0 0 1 0 1 1 1 1 1 0 1 0 1 0 1 1
21 dove 0 1 1 0 1 0 0 0 1 1 0 0 2 1 1 0 2
22 duck 0 1 1 0 1 1 0 0 1 1 0 0 2 1 0 0 2
23 elephant 1 0 0 1 0 0 0 1 1 1 0 0 4 1 0 1 1
24 flamingo 0 1 1 0 1 0 0 0 1 1 0 0 2 1 0 1 2
25 flea 0 0 1 0 0 0 0 0 0 1 0 0 6 0 0 0 6
26 frog 0 0 1 0 0 1 1 1 1 1 0 0 4 0 0 0 5
27 frog 0 0 1 0 0 1 1 1 1 1 1 0 4 0 0 0 5
28 fruitbat 1 0 0 1 1 0 0 1 1 1 0 0 2 1 0 0 1
29 giraffe 1 0 0 1 0 0 0 1 1 1 0 0 4 1 0 1 1
30 girl 1 0 0 1 0 0 1 1 1 1 0 0 2 0 1 1 1
31 gnat 0 0 1 0 1 0 0 0 0 1 0 0 6 0 0 0 6
32 goat 1 0 0 1 0 0 0 1 1 1 0 0 4 1 1 1 1
33 gorilla 1 0 0 1 0 0 0 1 1 1 0 0 2 0 0 1 1
34 gull 0 1 1 0 1 1 1 0 1 1 0 0 2 1 0 0 2
35 haddock 0 0 1 0 0 1 0 1 1 0 0 1 0 1 0 0 4
36 hamster 1 0 0 1 0 0 0 1 1 1 0 0 4 1 1 0 1
37 hare 1 0 0 1 0 0 0 1 1 1 0 0 4 1 0 0 1
38 hawk 0 1 1 0 1 0 1 0 1 1 0 0 2 1 0 0 2
39 herring 0 0 1 0 0 1 1 1 1 0 0 1 0 1 0 0 4
40 honeybee 1 0 1 0 1 0 0 0 0 1 1 0 6 0 1 0 6
41 housefly 1 0 1 0 1 0 0 0 0 1 0 0 6 0 0 0 6
42 kiwi 0 1 1 0 0 0 1 0 1 1 0 0 2 1 0 0 2
43 ladybird 0 0 1 0 1 0 1 0 0 1 0 0 6 0 0 0 6
44 lark 0 1 1 0 1 0 0 0 1 1 0 0 2 1 0 0 2
45 leopard 1 0 0 1 0 0 1 1 1 1 0 0 4 1 0 1 1
46 lion 1 0 0 1 0 0 1 1 1 1 0 0 4 1 0 1 1
47 lobster 0 0 1 0 0 1 1 0 0 0 0 0 6 0 0 0 7
48 lynx 1 0 0 1 0 0 1 1 1 1 0 0 4 1 0 1 1
49 mink 1 0 0 1 0 1 1 1 1 1 0 0 4 1 0 1 1
50 mole 1 0 0 1 0 0 1 1 1 1 0 0 4 1 0 0 1
51 mongoose 1 0 0 1 0 0 1 1 1 1 0 0 4 1 0 1 1
52 moth 1 0 1 0 1 0 0 0 0 1 0 0 6 0 0 0 6
53 newt 0 0 1 0 0 1 1 1 1 1 0 0 4 1 0 0 5
54 octopus 0 0 1 0 0 1 1 0 0 0 0 0 8 0 0 1 7
55 opossum 1 0 0 1 0 0 1 1 1 1 0 0 4 1 0 0 1
56 oryx 1 0 0 1 0 0 0 1 1 1 0 0 4 1 0 1 1
57 ostrich 0 1 1 0 0 0 0 0 1 1 0 0 2 1 0 1 2
58 parakeet 0 1 1 0 1 0 0 0 1 1 0 0 2 1 1 0 2
59 penguin 0 1 1 0 0 1 1 0 1 1 0 0 2 1 0 1 2
60 pheasant 0 1 1 0 1 0 0 0 1 1 0 0 2 1 0 0 2
61 pike 0 0 1 0 0 1 1 1 1 0 0 1 0 1 0 1 4
62 piranha 0 0 1 0 0 1 1 1 1 0 0 1 0 1 0 0 4
63 pitviper 0 0 1 0 0 0 1 1 1 1 1 0 0 1 0 0 3
64 platypus 1 0 1 1 0 1 1 0 1 1 0 0 4 1 0 1 1
65 polecat 1 0 0 1 0 0 1 1 1 1 0 0 4 1 0 1 1
66 pony 1 0 0 1 0 0 0 1 1 1 0 0 4 1 1 1 1
67 porpoise 0 0 0 1 0 1 1 1 1 1 0 1 0 1 0 1 1
68 puma 1 0 0 1 0 0 1 1 1 1 0 0 4 1 0 1 1
69 pussycat 1 0 0 1 0 0 1 1 1 1 0 0 4 1 1 1 1
70 raccoon 1 0 0 1 0 0 1 1 1 1 0 0 4 1 0 1 1
71 reindeer 1 0 0 1 0 0 0 1 1 1 0 0 4 1 1 1 1
72 rhea 0 1 1 0 0 0 1 0 1 1 0 0 2 1 0 1 2
73 scorpion 0 0 0 0 0 0 1 0 0 1 1 0 8 1 0 0 7
74 seahorse 0 0 1 0 0 1 0 1 1 0 0 1 0 1 0 0 4
75 seal 1 0 0 1 0 1 1 1 1 1 0 1 0 0 0 1 1
76 sealion 1 0 0 1 0 1 1 1 1 1 0 1 2 1 0 1 1
77 seasnake 0 0 0 0 0 1 1 1 1 0 1 0 0 1 0 0 3
78 seawasp 0 0 1 0 0 1 1 0 0 0 1 0 0 0 0 0 7
79 skimmer 0 1 1 0 1 1 1 0 1 1 0 0 2 1 0 0 2
80 skua 0 1 1 0 1 1 1 0 1 1 0 0 2 1 0 0 2
81 slowworm 0 0 1 0 0 0 1 1 1 1 0 0 0 1 0 0 3
82 slug 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 7
83 sole 0 0 1 0 0 1 0 1 1 0 0 1 0 1 0 0 4
84 sparrow 0 1 1 0 1 0 0 0 1 1 0 0 2 1 0 0 2
85 squirrel 1 0 0 1 0 0 0 1 1 1 0 0 2 1 0 0 1
86 starfish 0 0 1 0 0 1 1 0 0 0 0 0 5 0 0 0 7
87 stingray 0 0 1 0 0 1 1 1 1 0 1 1 0 1 0 1 4
88 swan 0 1 1 0 1 1 0 0 1 1 0 0 2 1 0 1 2
89 termite 0 0 1 0 0 0 0 0 0 1 0 0 6 0 0 0 6
90 toad 0 0 1 0 0 1 0 1 1 1 0 0 4 0 0 0 5
91 tortoise 0 0 1 0 0 0 0 0 1 1 0 0 4 1 0 1 3
92 tuatara 0 0 1 0 0 0 1 1 1 1 0 0 4 1 0 0 3
93 tuna 0 0 1 0 0 1 1 1 1 0 0 1 0 1 0 1 4
94 vampire 1 0 0 1 1 0 0 1 1 1 0 0 2 1 0 0 1
95 vole 1 0 0 1 0 0 0 1 1 1 0 0 4 1 0 0 1
96 vulture 0 1 1 0 1 0 1 0 1 1 0 0 2 1 0 1 2
97 wallaby 1 0 0 1 0 0 0 1 1 1 0 0 2 1 0 1 1
98 wasp 1 0 1 0 1 0 0 0 0 1 1 0 6 0 0 0 6
99 wolf 1 0 0 1 0 0 1 1 1 1 0 0 4 1 0 1 1
100 worm 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 7
101 wren 0 1 1 0 1 0 0 0 1 1 0 0 2 1 0 0 2
doc/src/week46/DataFiles/ride.csv~
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Outlook,Temperature,Humidity,Wind,Ride
Sunny,Hot,High,Weak,0
Sunny,Hot,High,Strong,1
Overcast,Hot,High,Weak,1
Rain,Mild,High,Weak,1
Rain,Cool,Normal,Weak,1
Rain,Cool,Normal,Strong,0
Overcast,Cool,Normal,Strong,1
Sunny,Mild,High,Weak,0
Sunny,Cool,Normal,Weak,1
Rain,Mild,Normal,Weak,1
Sunny,Mild,Normal,Strong,1
Overcast,Mild,High,Strong,1
Overcast,Hot,Normal,Weak,1
Rain,Mild,High,Strong,0