# Decision Tree를 활용한 Mushroom 데이터 분류¶

### 1) Mushroom Data Set 로드 및 scikit을 활용하기 위한 데이터 분리¶

In [2]:
import urllib2
from scipy import stats
from pandas import Series, DataFrame
import pandas as pd
import numpy as np

path = 'http://archive.ics.uci.edu/ml/machine-learning-databases/mushroom/agaricus-lepiota.data'
raw_csv = urllib2.urlopen(path)
col_names = range(23)
df = pd.read_csv(raw_csv, names = col_names)

In [3]:
df.head()

Out[3]:
0 1 2 3 4 5 6 7 8 9 ... 13 14 15 16 17 18 19 20 21 22
0 p x s n t p f c n k ... s w w p w o p k s u
1 e x s y t a f c b k ... s w w p w o p n n g
2 e b s w t l f c b n ... s w w p w o p n n m
3 p x y w t p f c n n ... s w w p w o p k s u
4 e x s g f n f w b k ... s w w p w o e n a g

5 rows × 23 columns

• categorical 데이터를 ordered 데이터로 변경
In [4]:
df[0] = df[0].map({'p': 1, 'e': 0})
df.head()

Out[4]:
0 1 2 3 4 5 6 7 8 9 ... 13 14 15 16 17 18 19 20 21 22
0 1 x s n t p f c n k ... s w w p w o p k s u
1 0 x s y t a f c b k ... s w w p w o p n n g
2 0 b s w t l f c b n ... s w w p w o p n n m
3 1 x y w t p f c n n ... s w w p w o p k s u
4 0 x s g f n f w b k ... s w w p w o e n a g

5 rows × 23 columns

In [5]:
map_dic = {}
num_columns = df.shape[1]
for i in range(num_columns):
unique_array = df[i].unique()
map_dic_sub = {}
for j in range(len(unique_array)):
map_dic_sub[unique_array[j]] = j
df[i] = df[i].map(map_dic_sub)
df.head()

Out[5]:
0 1 2 3 4 5 6 7 8 9 ... 13 14 15 16 17 18 19 20 21 22
0 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
1 1 0 0 1 0 1 0 0 1 0 ... 0 0 0 0 0 0 0 1 1 1
2 1 1 0 2 0 2 0 0 1 1 ... 0 0 0 0 0 0 0 1 1 2
3 0 0 1 2 0 0 0 0 0 1 ... 0 0 0 0 0 0 0 0 0 0
4 1 0 0 3 1 3 0 1 1 0 ... 0 0 0 0 0 0 1 1 2 1

5 rows × 23 columns

In [6]:
attributes = df.iloc[:, 1:23]
attributes.head()

Out[6]:
1 2 3 4 5 6 7 8 9 10 ... 13 14 15 16 17 18 19 20 21 22
0 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
1 0 0 1 0 1 0 0 1 0 0 ... 0 0 0 0 0 0 0 1 1 1
2 1 0 2 0 2 0 0 1 1 0 ... 0 0 0 0 0 0 0 1 1 2
3 0 1 2 0 0 0 0 0 1 0 ... 0 0 0 0 0 0 0 0 0 0
4 0 0 3 1 3 0 1 1 0 1 ... 0 0 0 0 0 0 1 1 2 1

5 rows × 22 columns

In [7]:
mushroom_data = attributes.values
mushroom_data

Out[7]:
array([[0, 0, 0, ..., 0, 0, 0],
[0, 0, 1, ..., 1, 1, 1],
[1, 0, 2, ..., 1, 1, 2],
...,
[3, 0, 0, ..., 8, 5, 6],
[4, 1, 0, ..., 4, 3, 6],
[0, 0, 0, ..., 6, 5, 6]])
In [8]:
target_series = df.iloc[:, 0]
target_series.head()

Out[8]:
0    0
1    1
2    1
3    0
4    1
Name: 0, dtype: int64
In [9]:
mushroom_target = target_series.values
mushroom_target

Out[9]:
array([0, 1, 1, ..., 1, 0, 1])

### 2) scikit의 DecisionTreeClassifier를 활용한 결정 트리 분류¶

In [10]:
from sklearn import tree
clf = tree.DecisionTreeClassifier(criterion='entropy')
clf = clf.fit(mushroom_data, mushroom_target)

In [11]:
with open("mushroom.dot", 'w') as f2:
tree.export_graphviz(clf, out_file=f2)


• classifier (clf2) 객체를 활용한 새로운 데이터에 대한 분류 추론
In [12]:
mushroom_data[-1]

Out[12]:
array([ 0,  0,  0,  1,  3,  1,  0,  1, 10,  0,  4,  0,  0,  6,  7,  0,  2,
0,  0,  6,  5,  6])
In [13]:
mushroom_data[-1].reshape(1,-1)

Out[13]:
array([[ 0,  0,  0,  1,  3,  1,  0,  1, 10,  0,  4,  0,  0,  6,  7,  0,  2,
0,  0,  6,  5,  6]])
In [14]:
clf.predict(mushroom_data[-1].reshape(1,-1))

Out[14]:
array([1])
In [15]:
clf.predict(mushroom_data[-2].reshape(1,-1))

Out[15]:
array([0])

### 3) Spark을 활용한 Mushroom 데이터 분류¶

In [81]:
import findspark

findspark.init()
from pyspark import SparkContext, SparkFiles, SQLContext

if not 'sc' in locals():
sc = SparkContext()

sqlCtx = SQLContext(sc)
sdf = sqlCtx.createDataFrame(df)
sdf.show()
#sdf.printSchema()
print "Raw data size is %s" % sdf.count()

+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+
|  0|  1|  2|  3|  4|  5|  6|  7|  8|  9| 10| 11| 12| 13| 14| 15| 16| 17| 18| 19| 20| 21| 22|
+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+
|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|
|  1|  0|  0|  1|  0|  1|  0|  0|  1|  0|  0|  1|  0|  0|  0|  0|  0|  0|  0|  0|  1|  1|  1|
|  1|  1|  0|  2|  0|  2|  0|  0|  1|  1|  0|  1|  0|  0|  0|  0|  0|  0|  0|  0|  1|  1|  2|
|  0|  0|  1|  2|  0|  0|  0|  0|  0|  1|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|
|  1|  0|  0|  3|  1|  3|  0|  1|  1|  0|  1|  0|  0|  0|  0|  0|  0|  0|  0|  1|  1|  2|  1|
|  1|  0|  1|  1|  0|  1|  0|  0|  1|  1|  0|  1|  0|  0|  0|  0|  0|  0|  0|  0|  0|  1|  1|
|  1|  1|  0|  2|  0|  1|  0|  0|  1|  2|  0|  1|  0|  0|  0|  0|  0|  0|  0|  0|  0|  1|  2|
|  1|  1|  1|  2|  0|  2|  0|  0|  1|  1|  0|  1|  0|  0|  0|  0|  0|  0|  0|  0|  1|  0|  2|
|  0|  0|  1|  2|  0|  0|  0|  0|  0|  3|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  3|  1|
|  1|  1|  0|  1|  0|  1|  0|  0|  1|  2|  0|  1|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  2|
|  1|  0|  1|  1|  0|  2|  0|  0|  1|  2|  0|  1|  0|  0|  0|  0|  0|  0|  0|  0|  1|  1|  1|
|  1|  0|  1|  1|  0|  1|  0|  0|  1|  1|  0|  1|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  2|
|  1|  1|  0|  1|  0|  1|  0|  0|  1|  4|  0|  1|  0|  0|  0|  0|  0|  0|  0|  0|  1|  0|  1|
|  0|  0|  1|  2|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  1|  3|  0|
|  1|  0|  2|  0|  1|  3|  0|  1|  1|  1|  1|  0|  0|  1|  0|  0|  0|  0|  0|  1|  0|  2|  1|
|  1|  2|  2|  3|  1|  3|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  1|  4|  0|
|  1|  3|  2|  2|  1|  3|  0|  1|  1|  0|  1|  0|  0|  0|  0|  0|  0|  0|  0|  1|  1|  2|  1|
|  0|  0|  0|  0|  0|  0|  0|  0|  0|  1|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  1|
|  0|  0|  1|  2|  0|  0|  0|  0|  0|  1|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  1|  0|  0|
|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  0|  1|  0|  0|
+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+
only showing top 20 rows

Raw data size is 8124

In [82]:
from pyspark.mllib.tree import DecisionTree, LabeledPoint

result = sdf.rdd.map(lambda row: LabeledPoint(row[0], row[1:23]))
(trainingData, testData) = result.randomSplit([0.7, 0.3])

featuresTrainingData = trainingData.map(lambda x: x.features)
labelTrainingData = trainingData.map(lambda x: x.label)

print featuresTrainingData.take(10)
print labelTrainingData.take(10)
print testData.count()

[DenseVector([0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]), DenseVector([0.0, 1.0, 2.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]), DenseVector([0.0, 0.0, 3.0, 1.0, 3.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 2.0, 1.0]), DenseVector([0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0]), DenseVector([1.0, 0.0, 2.0, 0.0, 1.0, 0.0, 0.0, 1.0, 2.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 2.0]), DenseVector([1.0, 1.0, 2.0, 0.0, 2.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 2.0]), DenseVector([1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0, 2.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 2.0]), DenseVector([1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0, 4.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0]), DenseVector([0.0, 2.0, 0.0, 1.0, 3.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 2.0, 1.0]), DenseVector([2.0, 2.0, 3.0, 1.0, 3.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 4.0, 0.0])]
[0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]
2467

In [83]:
model = DecisionTree.trainClassifier(trainingData, numClasses=2, categoricalFeaturesInfo={},
impurity='gini', maxDepth=6, maxBins=200)

In [84]:
predictions = model.predict(testData.map(lambda x: x.features))
labelsAndPredictions = testData.map(lambda x: x.label).zip(predictions)

#print labelsAndPredictions.take(100)

errorCount = labelsAndPredictions.filter(lambda (v, p): v != p).count()
print "errorCount = %s" % errorCount
testErr = errorCount / float(testData.count())
print 'Test Error = %s' % testErr
print 'Learned classification tree model:'
print model.toDebugString()

errorCount = 14
Test Error = 0.00567490879611
Learned classification tree model:
DecisionTreeModel classifier of depth 6 with 15 nodes
If (feature 4 <= 3.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 19 <= 4.0)
If (feature 13 <= 6.0)
If (feature 1 <= 2.0)
If (feature 11 <= 1.0)
Predict: 1.0
Else (feature 11 > 1.0)
Predict: 1.0
Else (feature 1 > 2.0)
Predict: 0.0
Else (feature 13 > 6.0)
Predict: 0.0
Else (feature 19 > 4.0)
If (feature 2 <= 0.0)
Predict: 1.0
Else (feature 2 > 0.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0



### 4) Spark의 Random Forest 라이브러리를 이용¶

In [85]:
from pyspark.mllib.tree import RandomForest

In [87]:
model2 = RandomForest.trainClassifier(trainingData, numClasses=2, categoricalFeaturesInfo={}, numTrees=100,
impurity='gini', maxDepth=6, maxBins=200)

In [88]:
predictions = model2.predict(testData.map(lambda x: x.features))
labelsAndPredictions = testData.map(lambda x: x.label).zip(predictions)

#print labelsAndPredictions.take(100)

errorCount = labelsAndPredictions.filter(lambda (v, p): v != p).count()
print "errorCount = %s" % errorCount
testErr = errorCount / float(testData.count())
print 'Test Error = %s' % testErr
print 'Learned classification tree model2:'
print model2.toDebugString()

errorCount = 0
Test Error = 0.0
Learned classification tree model2:
TreeEnsembleModel classifier with 100 trees

Tree 0:
If (feature 7 <= 0.0)
If (feature 6 <= 0.0)
If (feature 4 <= 3.0)
If (feature 18 <= 1.0)
If (feature 1 <= 1.0)
Predict: 0.0
Else (feature 1 > 1.0)
If (feature 14 <= 0.0)
Predict: 1.0
Else (feature 14 > 0.0)
Predict: 0.0
Else (feature 18 > 1.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 6 > 0.0)
If (feature 0 <= 1.0)
If (feature 4 <= 3.0)
If (feature 8 <= 4.0)
If (feature 2 <= 1.0)
Predict: 1.0
Else (feature 2 > 1.0)
Predict: 1.0
Else (feature 8 > 4.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 0 > 1.0)
If (feature 10 <= 1.0)
Predict: 0.0
Else (feature 10 > 1.0)
If (feature 20 <= 3.0)
Predict: 1.0
Else (feature 20 > 3.0)
Predict: 0.0
Else (feature 7 > 0.0)
If (feature 4 <= 3.0)
If (feature 2 <= 4.0)
If (feature 20 <= 2.0)
Predict: 1.0
Else (feature 20 > 2.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
If (feature 19 <= 5.0)
Predict: 0.0
Else (feature 19 > 5.0)
Predict: 1.0
Else (feature 2 > 4.0)
If (feature 1 <= 0.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 1 > 0.0)
If (feature 21 <= 2.0)
Predict: 0.0
Else (feature 21 > 2.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 1:
If (feature 19 <= 2.0)
If (feature 14 <= 0.0)
If (feature 7 <= 0.0)
If (feature 0 <= 0.0)
If (feature 20 <= 3.0)
If (feature 21 <= 1.0)
Predict: 0.0
Else (feature 21 > 1.0)
Predict: 0.0
Else (feature 20 > 3.0)
Predict: 1.0
Else (feature 0 > 0.0)
If (feature 1 <= 1.0)
If (feature 10 <= 0.0)
Predict: 0.0
Else (feature 10 > 0.0)
Predict: 1.0
Else (feature 1 > 1.0)
Predict: 1.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 14 > 0.0)
Predict: 1.0
Else (feature 19 > 2.0)
If (feature 17 <= 0.0)
If (feature 14 <= 6.0)
If (feature 9 <= 0.0)
If (feature 11 <= 1.0)
If (feature 20 <= 4.0)
Predict: 1.0
Else (feature 20 > 4.0)
Predict: 0.0
Else (feature 11 > 1.0)
Predict: 0.0
Else (feature 9 > 0.0)
Predict: 0.0
Else (feature 14 > 6.0)
Predict: 1.0
Else (feature 17 > 0.0)
If (feature 18 <= 1.0)
If (feature 11 <= 0.0)
If (feature 8 <= 7.0)
If (feature 21 <= 2.0)
Predict: 1.0
Else (feature 21 > 2.0)
Predict: 1.0
Else (feature 8 > 7.0)
Predict: 0.0
Else (feature 11 > 0.0)
Predict: 1.0
Else (feature 18 > 1.0)
Predict: 0.0
Tree 2:
If (feature 4 <= 3.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 19 <= 4.0)
If (feature 16 <= 2.0)
If (feature 0 <= 4.0)
If (feature 11 <= 1.0)
Predict: 1.0
Else (feature 11 > 1.0)
Predict: 1.0
Else (feature 0 > 4.0)
Predict: 0.0
Else (feature 16 > 2.0)
Predict: 0.0
Else (feature 19 > 4.0)
If (feature 13 <= 0.0)
Predict: 0.0
Else (feature 13 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 3:
If (feature 18 <= 0.0)
If (feature 1 <= 0.0)
If (feature 10 <= 2.0)
If (feature 0 <= 1.0)
If (feature 10 <= 1.0)
If (feature 20 <= 1.0)
Predict: 1.0
Else (feature 20 > 1.0)
Predict: 0.0
Else (feature 10 > 1.0)
If (feature 19 <= 3.0)
Predict: 0.0
Else (feature 19 > 3.0)
Predict: 0.0
Else (feature 0 > 1.0)
If (feature 6 <= 0.0)
If (feature 9 <= 0.0)
Predict: 0.0
Else (feature 9 > 0.0)
Predict: 0.0
Else (feature 6 > 0.0)
Predict: 1.0
Else (feature 10 > 2.0)
Predict: 1.0
Else (feature 1 > 0.0)
If (feature 14 <= 0.0)
If (feature 4 <= 3.0)
If (feature 10 <= 0.0)
If (feature 2 <= 2.0)
Predict: 0.0
Else (feature 2 > 2.0)
Predict: 1.0
Else (feature 10 > 0.0)
If (feature 20 <= 4.0)
Predict: 1.0
Else (feature 20 > 4.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 14 > 0.0)
Predict: 1.0
Else (feature 18 > 0.0)
If (feature 6 <= 0.0)
If (feature 3 <= 0.0)
Predict: 1.0
Else (feature 3 > 0.0)
If (feature 19 <= 3.0)
If (feature 12 <= 1.0)
Predict: 1.0
Else (feature 12 > 1.0)
Predict: 0.0
Else (feature 19 > 3.0)
Predict: 0.0
Else (feature 6 > 0.0)
If (feature 16 <= 0.0)
Predict: 1.0
Else (feature 16 > 0.0)
Predict: 0.0
Tree 4:
If (feature 11 <= 1.0)
If (feature 4 <= 3.0)
If (feature 13 <= 0.0)
If (feature 3 <= 0.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 21 <= 5.0)
Predict: 1.0
Else (feature 21 > 5.0)
Predict: 0.0
Else (feature 3 > 0.0)
Predict: 1.0
Else (feature 13 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 11 > 1.0)
If (feature 14 <= 0.0)
If (feature 18 <= 0.0)
Predict: 1.0
Else (feature 18 > 0.0)
Predict: 0.0
Else (feature 14 > 0.0)
If (feature 11 <= 2.0)
Predict: 0.0
Else (feature 11 > 2.0)
If (feature 10 <= 1.0)
Predict: 0.0
Else (feature 10 > 1.0)
Predict: 1.0
Tree 5:
If (feature 11 <= 1.0)
If (feature 14 <= 1.0)
If (feature 1 <= 1.0)
If (feature 4 <= 3.0)
If (feature 7 <= 0.0)
If (feature 19 <= 1.0)
Predict: 0.0
Else (feature 19 > 1.0)
Predict: 1.0
Else (feature 7 > 0.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 1 > 1.0)
If (feature 7 <= 0.0)
If (feature 8 <= 4.0)
If (feature 21 <= 0.0)
Predict: 1.0
Else (feature 21 > 0.0)
Predict: 0.0
Else (feature 8 > 4.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 14 > 1.0)
Predict: 1.0
Else (feature 11 > 1.0)
If (feature 13 <= 0.0)
If (feature 7 <= 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 13 > 0.0)
If (feature 4 <= 3.0)
If (feature 13 <= 3.0)
Predict: 1.0
Else (feature 13 > 3.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 6:
If (feature 4 <= 3.0)
If (feature 14 <= 0.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 9 <= 0.0)
If (feature 19 <= 4.0)
If (feature 21 <= 5.0)
Predict: 1.0
Else (feature 21 > 5.0)
Predict: 0.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 14 > 0.0)
If (feature 12 <= 1.0)
Predict: 1.0
Else (feature 12 > 1.0)
If (feature 2 <= 0.0)
If (feature 10 <= 2.0)
Predict: 1.0
Else (feature 10 > 2.0)
Predict: 0.0
Else (feature 2 > 0.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 7:
If (feature 11 <= 1.0)
If (feature 4 <= 3.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 3 <= 0.0)
If (feature 21 <= 2.0)
If (feature 17 <= 0.0)
Predict: 1.0
Else (feature 17 > 0.0)
Predict: 0.0
Else (feature 21 > 2.0)
If (feature 0 <= 4.0)
Predict: 1.0
Else (feature 0 > 4.0)
Predict: 0.0
Else (feature 3 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 11 > 1.0)
If (feature 21 <= 1.0)
If (feature 19 <= 3.0)
Predict: 0.0
Else (feature 19 > 3.0)
Predict: 1.0
Else (feature 21 > 1.0)
If (feature 4 <= 3.0)
If (feature 7 <= 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 8:
If (feature 19 <= 2.0)
If (feature 7 <= 0.0)
If (feature 20 <= 0.0)
Predict: 0.0
Else (feature 20 > 0.0)
If (feature 3 <= 0.0)
If (feature 10 <= 0.0)
Predict: 0.0
Else (feature 10 > 0.0)
Predict: 1.0
Else (feature 3 > 0.0)
If (feature 10 <= 0.0)
Predict: 1.0
Else (feature 10 > 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 19 > 2.0)
If (feature 12 <= 2.0)
If (feature 9 <= 0.0)
If (feature 17 <= 1.0)
If (feature 1 <= 2.0)
If (feature 20 <= 3.0)
Predict: 1.0
Else (feature 20 > 3.0)
Predict: 1.0
Else (feature 1 > 2.0)
Predict: 0.0
Else (feature 17 > 1.0)
Predict: 0.0
Else (feature 9 > 0.0)
Predict: 0.0
Else (feature 12 > 2.0)
If (feature 20 <= 1.0)
Predict: 1.0
Else (feature 20 > 1.0)
Predict: 0.0
Tree 9:
If (feature 19 <= 2.0)
If (feature 2 <= 4.0)
If (feature 10 <= 0.0)
If (feature 0 <= 0.0)
If (feature 3 <= 0.0)
Predict: 0.0
Else (feature 3 > 0.0)
Predict: 1.0
Else (feature 0 > 0.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
Predict: 1.0
Else (feature 10 > 0.0)
If (feature 3 <= 0.0)
Predict: 1.0
Else (feature 3 > 0.0)
If (feature 7 <= 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 2 > 4.0)
Predict: 0.0
Else (feature 19 > 2.0)
If (feature 19 <= 5.0)
If (feature 6 <= 0.0)
If (feature 4 <= 3.0)
If (feature 11 <= 0.0)
If (feature 21 <= 2.0)
Predict: 0.0
Else (feature 21 > 2.0)
Predict: 1.0
Else (feature 11 > 0.0)
If (feature 18 <= 0.0)
Predict: 1.0
Else (feature 18 > 0.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 6 > 0.0)
If (feature 20 <= 3.0)
Predict: 1.0
Else (feature 20 > 3.0)
Predict: 0.0
Else (feature 19 > 5.0)
Predict: 1.0
Tree 10:
If (feature 4 <= 3.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 16 <= 2.0)
If (feature 19 <= 4.0)
If (feature 0 <= 4.0)
If (feature 7 <= 0.0)
Predict: 1.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 0 > 4.0)
Predict: 0.0
Else (feature 19 > 4.0)
If (feature 2 <= 0.0)
Predict: 1.0
Else (feature 2 > 0.0)
Predict: 0.0
Else (feature 16 > 2.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 11:
If (feature 4 <= 3.0)
If (feature 9 <= 0.0)
If (feature 7 <= 0.0)
If (feature 2 <= 2.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 11 <= 1.0)
Predict: 1.0
Else (feature 11 > 1.0)
Predict: 0.0
Else (feature 2 > 2.0)
Predict: 1.0
Else (feature 7 > 0.0)
If (feature 3 <= 0.0)
If (feature 4 <= 2.0)
Predict: 1.0
Else (feature 4 > 2.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 3 > 0.0)
Predict: 1.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 12:
If (feature 4 <= 3.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 1 <= 2.0)
If (feature 11 <= 1.0)
If (feature 9 <= 0.0)
If (feature 20 <= 1.0)
Predict: 1.0
Else (feature 20 > 1.0)
Predict: 1.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 11 > 1.0)
If (feature 14 <= 4.0)
If (feature 7 <= 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 14 > 4.0)
Predict: 0.0
Else (feature 1 > 2.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 13:
If (feature 19 <= 2.0)
If (feature 9 <= 0.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 1 <= 1.0)
If (feature 4 <= 3.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 1 > 1.0)
If (feature 8 <= 3.0)
If (feature 10 <= 0.0)
Predict: 1.0
Else (feature 10 > 0.0)
Predict: 0.0
Else (feature 8 > 3.0)
Predict: 0.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 19 > 2.0)
If (feature 20 <= 4.0)
If (feature 6 <= 0.0)
If (feature 13 <= 4.0)
If (feature 17 <= 0.0)
If (feature 18 <= 2.0)
Predict: 0.0
Else (feature 18 > 2.0)
Predict: 1.0
Else (feature 17 > 0.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 13 > 4.0)
Predict: 1.0
Else (feature 6 > 0.0)
Predict: 1.0
Else (feature 20 > 4.0)
If (feature 13 <= 6.0)
If (feature 7 <= 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 13 > 6.0)
Predict: 0.0
Tree 14:
If (feature 18 <= 0.0)
If (feature 9 <= 0.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 12 <= 0.0)
If (feature 10 <= 1.0)
Predict: 1.0
Else (feature 10 > 1.0)
If (feature 4 <= 3.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 12 > 0.0)
Predict: 1.0
Else (feature 9 > 0.0)
If (feature 19 <= 2.0)
Predict: 1.0
Else (feature 19 > 2.0)
Predict: 0.0
Else (feature 18 > 0.0)
If (feature 20 <= 2.0)
Predict: 1.0
Else (feature 20 > 2.0)
If (feature 17 <= 0.0)
If (feature 14 <= 3.0)
If (feature 20 <= 3.0)
If (feature 19 <= 3.0)
Predict: 0.0
Else (feature 19 > 3.0)
Predict: 0.0
Else (feature 20 > 3.0)
If (feature 12 <= 1.0)
Predict: 1.0
Else (feature 12 > 1.0)
Predict: 0.0
Else (feature 14 > 3.0)
If (feature 6 <= 0.0)
Predict: 0.0
Else (feature 6 > 0.0)
If (feature 10 <= 1.0)
Predict: 0.0
Else (feature 10 > 1.0)
Predict: 1.0
Else (feature 17 > 0.0)
If (feature 21 <= 3.0)
Predict: 0.0
Else (feature 21 > 3.0)
Predict: 1.0
Tree 15:
If (feature 19 <= 2.0)
If (feature 2 <= 4.0)
If (feature 7 <= 0.0)
If (feature 0 <= 0.0)
If (feature 9 <= 0.0)
If (feature 8 <= 0.0)
Predict: 0.0
Else (feature 8 > 0.0)
Predict: 0.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 0 > 0.0)
If (feature 21 <= 1.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
Predict: 1.0
Else (feature 21 > 1.0)
Predict: 1.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 2 > 4.0)
Predict: 0.0
Else (feature 19 > 2.0)
If (feature 18 <= 0.0)
If (feature 10 <= 2.0)
If (feature 20 <= 3.0)
If (feature 2 <= 6.0)
If (feature 17 <= 0.0)
Predict: 0.0
Else (feature 17 > 0.0)
Predict: 0.0
Else (feature 2 > 6.0)
Predict: 1.0
Else (feature 20 > 3.0)
If (feature 7 <= 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 10 > 2.0)
Predict: 1.0
Else (feature 18 > 0.0)
If (feature 4 <= 3.0)
If (feature 21 <= 3.0)
If (feature 2 <= 1.0)
Predict: 0.0
Else (feature 2 > 1.0)
Predict: 1.0
Else (feature 21 > 3.0)
If (feature 0 <= 4.0)
If (feature 17 <= 0.0)
Predict: 1.0
Else (feature 17 > 0.0)
Predict: 1.0
Else (feature 0 > 4.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 16:
If (feature 13 <= 1.0)
If (feature 6 <= 0.0)
If (feature 1 <= 0.0)
If (feature 9 <= 0.0)
If (feature 10 <= 0.0)
Predict: 0.0
Else (feature 10 > 0.0)
If (feature 4 <= 2.0)
Predict: 1.0
Else (feature 4 > 2.0)
Predict: 0.0
Else (feature 9 > 0.0)
Predict: 0.0
Else (feature 1 > 0.0)
If (feature 11 <= 0.0)
If (feature 7 <= 0.0)
If (feature 8 <= 6.0)
Predict: 0.0
Else (feature 8 > 6.0)
Predict: 0.0
Else (feature 7 > 0.0)
If (feature 8 <= 7.0)
Predict: 1.0
Else (feature 8 > 7.0)
Predict: 0.0
Else (feature 11 > 0.0)
Predict: 0.0
Else (feature 6 > 0.0)
If (feature 18 <= 0.0)
If (feature 21 <= 1.0)
Predict: 1.0
Else (feature 21 > 1.0)
If (feature 20 <= 0.0)
Predict: 0.0
Else (feature 20 > 0.0)
If (feature 0 <= 1.0)
Predict: 0.0
Else (feature 0 > 1.0)
Predict: 1.0
Else (feature 18 > 0.0)
Predict: 1.0
Else (feature 13 > 1.0)
If (feature 18 <= 0.0)
Predict: 1.0
Else (feature 18 > 0.0)
If (feature 13 <= 4.0)
Predict: 0.0
Else (feature 13 > 4.0)
If (feature 13 <= 5.0)
Predict: 1.0
Else (feature 13 > 5.0)
Predict: 0.0
Tree 17:
If (feature 11 <= 1.0)
If (feature 8 <= 7.0)
If (feature 21 <= 0.0)
If (feature 8 <= 2.0)
If (feature 2 <= 2.0)
If (feature 0 <= 0.0)
Predict: 0.0
Else (feature 0 > 0.0)
Predict: 0.0
Else (feature 2 > 2.0)
Predict: 1.0
Else (feature 8 > 2.0)
If (feature 20 <= 3.0)
If (feature 19 <= 1.0)
Predict: 0.0
Else (feature 19 > 1.0)
Predict: 0.0
Else (feature 20 > 3.0)
Predict: 1.0
Else (feature 21 > 0.0)
If (feature 7 <= 0.0)
If (feature 12 <= 0.0)
If (feature 18 <= 0.0)
Predict: 0.0
Else (feature 18 > 0.0)
Predict: 1.0
Else (feature 12 > 0.0)
Predict: 1.0
Else (feature 7 > 0.0)
If (feature 1 <= 0.0)
If (feature 19 <= 1.0)
Predict: 1.0
Else (feature 19 > 1.0)
Predict: 1.0
Else (feature 1 > 0.0)
If (feature 21 <= 2.0)
Predict: 1.0
Else (feature 21 > 2.0)
Predict: 1.0
Else (feature 8 > 7.0)
If (feature 8 <= 9.0)
Predict: 0.0
Else (feature 8 > 9.0)
Predict: 1.0
Else (feature 11 > 1.0)
If (feature 4 <= 3.0)
If (feature 17 <= 0.0)
Predict: 0.0
Else (feature 17 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 18:
If (feature 4 <= 3.0)
If (feature 10 <= 0.0)
If (feature 3 <= 0.0)
Predict: 0.0
Else (feature 3 > 0.0)
Predict: 1.0
Else (feature 10 > 0.0)
If (feature 16 <= 2.0)
If (feature 20 <= 3.0)
If (feature 17 <= 0.0)
If (feature 19 <= 3.0)
Predict: 1.0
Else (feature 19 > 3.0)
Predict: 1.0
Else (feature 17 > 0.0)
If (feature 2 <= 3.0)
Predict: 1.0
Else (feature 2 > 3.0)
Predict: 0.0
Else (feature 20 > 3.0)
If (feature 20 <= 4.0)
Predict: 1.0
Else (feature 20 > 4.0)
If (feature 21 <= 5.0)
Predict: 1.0
Else (feature 21 > 5.0)
Predict: 1.0
Else (feature 16 > 2.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 19:
If (feature 18 <= 0.0)
If (feature 4 <= 3.0)
If (feature 21 <= 0.0)
Predict: 0.0
Else (feature 21 > 0.0)
If (feature 2 <= 4.0)
If (feature 14 <= 0.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 14 > 0.0)
Predict: 1.0
Else (feature 2 > 4.0)
If (feature 0 <= 0.0)
Predict: 1.0
Else (feature 0 > 0.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 18 > 0.0)
If (feature 6 <= 0.0)
If (feature 12 <= 1.0)
If (feature 17 <= 0.0)
If (feature 19 <= 3.0)
Predict: 1.0
Else (feature 19 > 3.0)
Predict: 0.0
Else (feature 17 > 0.0)
Predict: 1.0
Else (feature 12 > 1.0)
Predict: 0.0
Else (feature 6 > 0.0)
If (feature 21 <= 1.0)
Predict: 1.0
Else (feature 21 > 1.0)
If (feature 1 <= 1.0)
If (feature 20 <= 3.0)
Predict: 1.0
Else (feature 20 > 3.0)
Predict: 0.0
Else (feature 1 > 1.0)
Predict: 1.0
Tree 20:
If (feature 6 <= 0.0)
If (feature 19 <= 1.0)
If (feature 7 <= 0.0)
If (feature 1 <= 1.0)
Predict: 0.0
Else (feature 1 > 1.0)
If (feature 2 <= 0.0)
Predict: 1.0
Else (feature 2 > 0.0)
If (feature 4 <= 3.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 19 > 1.0)
If (feature 16 <= 0.0)
If (feature 13 <= 4.0)
If (feature 20 <= 4.0)
If (feature 17 <= 0.0)
Predict: 0.0
Else (feature 17 > 0.0)
Predict: 0.0
Else (feature 20 > 4.0)
Predict: 1.0
Else (feature 13 > 4.0)
If (feature 18 <= 1.0)
Predict: 1.0
Else (feature 18 > 1.0)
Predict: 0.0
Else (feature 16 > 0.0)
Predict: 1.0
Else (feature 6 > 0.0)
If (feature 4 <= 3.0)
If (feature 14 <= 4.0)
If (feature 18 <= 0.0)
If (feature 20 <= 3.0)
Predict: 1.0
Else (feature 20 > 3.0)
Predict: 0.0
Else (feature 18 > 0.0)
Predict: 1.0
Else (feature 14 > 4.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 21:
If (feature 18 <= 0.0)
If (feature 10 <= 0.0)
If (feature 3 <= 0.0)
Predict: 0.0
Else (feature 3 > 0.0)
Predict: 1.0
Else (feature 10 > 0.0)
If (feature 19 <= 2.0)
If (feature 6 <= 0.0)
If (feature 9 <= 0.0)
If (feature 7 <= 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 6 > 0.0)
If (feature 19 <= 1.0)
If (feature 9 <= 0.0)
Predict: 0.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 19 > 1.0)
Predict: 1.0
Else (feature 19 > 2.0)
If (feature 3 <= 0.0)
If (feature 17 <= 0.0)
Predict: 0.0
Else (feature 17 > 0.0)
If (feature 21 <= 2.0)
Predict: 0.0
Else (feature 21 > 2.0)
Predict: 1.0
Else (feature 3 > 0.0)
Predict: 1.0
Else (feature 18 > 0.0)
If (feature 4 <= 3.0)
If (feature 7 <= 0.0)
If (feature 2 <= 1.0)
If (feature 0 <= 0.0)
If (feature 10 <= 2.0)
Predict: 1.0
Else (feature 10 > 2.0)
Predict: 0.0
Else (feature 0 > 0.0)
If (feature 6 <= 0.0)
Predict: 0.0
Else (feature 6 > 0.0)
Predict: 0.0
Else (feature 2 > 1.0)
Predict: 1.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 22:
If (feature 8 <= 7.0)
If (feature 19 <= 2.0)
If (feature 21 <= 0.0)
If (feature 20 <= 3.0)
If (feature 19 <= 0.0)
If (feature 3 <= 0.0)
Predict: 0.0
Else (feature 3 > 0.0)
Predict: 1.0
Else (feature 19 > 0.0)
If (feature 1 <= 1.0)
Predict: 0.0
Else (feature 1 > 1.0)
Predict: 1.0
Else (feature 20 > 3.0)
Predict: 1.0
Else (feature 21 > 0.0)
If (feature 4 <= 3.0)
If (feature 9 <= 0.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
Predict: 1.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 19 > 2.0)
If (feature 10 <= 2.0)
If (feature 4 <= 3.0)
If (feature 14 <= 0.0)
Predict: 0.0
Else (feature 14 > 0.0)
If (feature 14 <= 4.0)
Predict: 1.0
Else (feature 14 > 4.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 10 > 2.0)
If (feature 14 <= 0.0)
Predict: 1.0
Else (feature 14 > 0.0)
If (feature 21 <= 3.0)
Predict: 0.0
Else (feature 21 > 3.0)
Predict: 1.0
Else (feature 8 > 7.0)
If (feature 8 <= 9.0)
Predict: 0.0
Else (feature 8 > 9.0)
If (feature 18 <= 0.0)
Predict: 1.0
Else (feature 18 > 0.0)
Predict: 0.0
Tree 23:
If (feature 11 <= 1.0)
If (feature 19 <= 2.0)
If (feature 2 <= 4.0)
If (feature 18 <= 0.0)
If (feature 21 <= 0.0)
If (feature 8 <= 2.0)
Predict: 1.0
Else (feature 8 > 2.0)
Predict: 0.0
Else (feature 21 > 0.0)
If (feature 9 <= 0.0)
Predict: 1.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 18 > 0.0)
Predict: 1.0
Else (feature 2 > 4.0)
Predict: 0.0
Else (feature 19 > 2.0)
If (feature 14 <= 1.0)
If (feature 4 <= 3.0)
If (feature 20 <= 1.0)
Predict: 1.0
Else (feature 20 > 1.0)
If (feature 21 <= 2.0)
Predict: 0.0
Else (feature 21 > 2.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 14 > 1.0)
Predict: 1.0
Else (feature 11 > 1.0)
If (feature 17 <= 0.0)
Predict: 0.0
Else (feature 17 > 0.0)
If (feature 17 <= 1.0)
Predict: 1.0
Else (feature 17 > 1.0)
Predict: 0.0
Tree 24:
If (feature 19 <= 2.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 4 <= 3.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 19 > 2.0)
If (feature 17 <= 0.0)
If (feature 19 <= 4.0)
If (feature 4 <= 3.0)
If (feature 16 <= 0.0)
If (feature 18 <= 0.0)
Predict: 0.0
Else (feature 18 > 0.0)
Predict: 1.0
Else (feature 16 > 0.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 19 > 4.0)
Predict: 1.0
Else (feature 17 > 0.0)
If (feature 10 <= 2.0)
If (feature 17 <= 1.0)
If (feature 2 <= 0.0)
Predict: 1.0
Else (feature 2 > 0.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 17 > 1.0)
Predict: 0.0
Else (feature 10 > 2.0)
Predict: 1.0
Tree 25:
If (feature 4 <= 3.0)
If (feature 21 <= 0.0)
If (feature 8 <= 2.0)
If (feature 0 <= 0.0)
If (feature 3 <= 0.0)
Predict: 0.0
Else (feature 3 > 0.0)
Predict: 1.0
Else (feature 0 > 0.0)
Predict: 1.0
Else (feature 8 > 2.0)
If (feature 3 <= 0.0)
Predict: 0.0
Else (feature 3 > 0.0)
Predict: 1.0
Else (feature 21 > 0.0)
If (feature 10 <= 0.0)
If (feature 1 <= 1.0)
If (feature 7 <= 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 1 > 1.0)
Predict: 1.0
Else (feature 10 > 0.0)
If (feature 13 <= 6.0)
If (feature 19 <= 4.0)
If (feature 0 <= 4.0)
Predict: 1.0
Else (feature 0 > 4.0)
Predict: 0.0
Else (feature 19 > 4.0)
If (feature 13 <= 0.0)
Predict: 0.0
Else (feature 13 > 0.0)
Predict: 1.0
Else (feature 13 > 6.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 26:
If (feature 4 <= 3.0)
If (feature 9 <= 0.0)
If (feature 13 <= 0.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 19 <= 4.0)
If (feature 11 <= 1.0)
Predict: 1.0
Else (feature 11 > 1.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 13 > 0.0)
If (feature 10 <= 1.0)
Predict: 0.0
Else (feature 10 > 1.0)
Predict: 1.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 27:
If (feature 3 <= 0.0)
If (feature 19 <= 2.0)
If (feature 10 <= 0.0)
Predict: 0.0
Else (feature 10 > 0.0)
Predict: 1.0
Else (feature 19 > 2.0)
If (feature 19 <= 3.0)
Predict: 0.0
Else (feature 19 > 3.0)
If (feature 19 <= 4.0)
If (feature 21 <= 5.0)
Predict: 1.0
Else (feature 21 > 5.0)
Predict: 0.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 3 > 0.0)
If (feature 10 <= 0.0)
Predict: 1.0
Else (feature 10 > 0.0)
If (feature 18 <= 0.0)
If (feature 2 <= 3.0)
If (feature 7 <= 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 2 > 3.0)
Predict: 0.0
Else (feature 18 > 0.0)
If (feature 4 <= 3.0)
If (feature 14 <= 4.0)
If (feature 14 <= 0.0)
Predict: 1.0
Else (feature 14 > 0.0)
Predict: 1.0
Else (feature 14 > 4.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 28:
If (feature 14 <= 0.0)
If (feature 20 <= 2.0)
If (feature 4 <= 3.0)
If (feature 12 <= 0.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
Predict: 1.0
Else (feature 12 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 20 > 2.0)
If (feature 4 <= 3.0)
If (feature 21 <= 2.0)
If (feature 12 <= 0.0)
If (feature 1 <= 1.0)
Predict: 0.0
Else (feature 1 > 1.0)
Predict: 1.0
Else (feature 12 > 0.0)
Predict: 1.0
Else (feature 21 > 2.0)
If (feature 7 <= 0.0)
If (feature 0 <= 3.0)
Predict: 1.0
Else (feature 0 > 3.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 14 > 0.0)
If (feature 12 <= 1.0)
If (feature 8 <= 7.0)
Predict: 1.0
Else (feature 8 > 7.0)
If (feature 18 <= 0.0)
Predict: 1.0
Else (feature 18 > 0.0)
Predict: 0.0
Else (feature 12 > 1.0)
If (feature 17 <= 0.0)
Predict: 0.0
Else (feature 17 > 0.0)
If (feature 5 <= 0.0)
If (feature 10 <= 1.0)
Predict: 0.0
Else (feature 10 > 1.0)
Predict: 1.0
Else (feature 5 > 0.0)
Predict: 0.0
Tree 29:
If (feature 20 <= 2.0)
If (feature 21 <= 0.0)
Predict: 0.0
Else (feature 21 > 0.0)
If (feature 10 <= 1.0)
If (feature 20 <= 0.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
Predict: 1.0
Else (feature 20 > 0.0)
Predict: 1.0
Else (feature 10 > 1.0)
If (feature 10 <= 2.0)
Predict: 0.0
Else (feature 10 > 2.0)
Predict: 1.0
Else (feature 20 > 2.0)
If (feature 11 <= 0.0)
If (feature 8 <= 7.0)
If (feature 4 <= 3.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 8 > 7.0)
If (feature 5 <= 0.0)
Predict: 0.0
Else (feature 5 > 0.0)
Predict: 1.0
Else (feature 11 > 0.0)
If (feature 6 <= 0.0)
If (feature 20 <= 3.0)
Predict: 0.0
Else (feature 20 > 3.0)
If (feature 1 <= 0.0)
Predict: 1.0
Else (feature 1 > 0.0)
If (feature 12 <= 2.0)
Predict: 0.0
Else (feature 12 > 2.0)
Predict: 0.0
Else (feature 6 > 0.0)
If (feature 14 <= 4.0)
Predict: 1.0
Else (feature 14 > 4.0)
Predict: 0.0
Tree 30:
If (feature 8 <= 7.0)
If (feature 18 <= 1.0)
If (feature 13 <= 0.0)
If (feature 19 <= 2.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 10 <= 1.0)
Predict: 1.0
Else (feature 10 > 1.0)
Predict: 1.0
Else (feature 19 > 2.0)
If (feature 4 <= 3.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 13 > 0.0)
If (feature 7 <= 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 18 > 1.0)
If (feature 10 <= 2.0)
Predict: 0.0
Else (feature 10 > 2.0)
Predict: 1.0
Else (feature 8 > 7.0)
If (feature 18 <= 0.0)
If (feature 14 <= 0.0)
Predict: 0.0
Else (feature 14 > 0.0)
Predict: 1.0
Else (feature 18 > 0.0)
Predict: 0.0
Tree 31:
If (feature 19 <= 2.0)
If (feature 7 <= 0.0)
If (feature 1 <= 1.0)
If (feature 19 <= 1.0)
If (feature 6 <= 0.0)
Predict: 0.0
Else (feature 6 > 0.0)
If (feature 2 <= 2.0)
Predict: 1.0
Else (feature 2 > 2.0)
Predict: 0.0
Else (feature 19 > 1.0)
Predict: 1.0
Else (feature 1 > 1.0)
If (feature 20 <= 0.0)
Predict: 0.0
Else (feature 20 > 0.0)
If (feature 10 <= 0.0)
Predict: 1.0
Else (feature 10 > 0.0)
If (feature 0 <= 0.0)
Predict: 0.0
Else (feature 0 > 0.0)
Predict: 1.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 19 > 2.0)
If (feature 18 <= 0.0)
If (feature 19 <= 3.0)
Predict: 0.0
Else (feature 19 > 3.0)
If (feature 20 <= 1.0)
Predict: 1.0
Else (feature 20 > 1.0)
If (feature 21 <= 2.0)
Predict: 0.0
Else (feature 21 > 2.0)
If (feature 1 <= 1.0)
Predict: 1.0
Else (feature 1 > 1.0)
Predict: 0.0
Else (feature 18 > 0.0)
If (feature 3 <= 0.0)
Predict: 1.0
Else (feature 3 > 0.0)
If (feature 1 <= 0.0)
Predict: 0.0
Else (feature 1 > 0.0)
If (feature 13 <= 0.0)
If (feature 10 <= 2.0)
Predict: 1.0
Else (feature 10 > 2.0)
Predict: 0.0
Else (feature 13 > 0.0)
Predict: 0.0
Tree 32:
If (feature 18 <= 0.0)
If (feature 4 <= 3.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 8 <= 6.0)
If (feature 2 <= 4.0)
If (feature 20 <= 4.0)
Predict: 1.0
Else (feature 20 > 4.0)
Predict: 1.0
Else (feature 2 > 4.0)
If (feature 1 <= 0.0)
Predict: 1.0
Else (feature 1 > 0.0)
Predict: 0.0
Else (feature 8 > 6.0)
If (feature 17 <= 0.0)
Predict: 1.0
Else (feature 17 > 0.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 18 > 0.0)
If (feature 4 <= 3.0)
If (feature 11 <= 1.0)
Predict: 1.0
Else (feature 11 > 1.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 33:
If (feature 12 <= 2.0)
If (feature 1 <= 1.0)
If (feature 8 <= 7.0)
If (feature 19 <= 2.0)
If (feature 20 <= 3.0)
If (feature 7 <= 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 20 > 3.0)
Predict: 1.0
Else (feature 19 > 2.0)
If (feature 10 <= 2.0)
If (feature 2 <= 0.0)
Predict: 1.0
Else (feature 2 > 0.0)
Predict: 0.0
Else (feature 10 > 2.0)
If (feature 11 <= 0.0)
Predict: 1.0
Else (feature 11 > 0.0)
Predict: 1.0
Else (feature 8 > 7.0)
If (feature 16 <= 0.0)
Predict: 0.0
Else (feature 16 > 0.0)
If (feature 5 <= 0.0)
Predict: 0.0
Else (feature 5 > 0.0)
Predict: 1.0
Else (feature 1 > 1.0)
If (feature 7 <= 0.0)
If (feature 4 <= 3.0)
If (feature 10 <= 2.0)
If (feature 0 <= 4.0)
Predict: 1.0
Else (feature 0 > 4.0)
Predict: 0.0
Else (feature 10 > 2.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 12 > 2.0)
If (feature 6 <= 0.0)
Predict: 0.0
Else (feature 6 > 0.0)
Predict: 1.0
Tree 34:
If (feature 4 <= 3.0)
If (feature 7 <= 0.0)
If (feature 3 <= 0.0)
If (feature 6 <= 0.0)
Predict: 0.0
Else (feature 6 > 0.0)
If (feature 19 <= 2.0)
Predict: 1.0
Else (feature 19 > 2.0)
Predict: 0.0
Else (feature 3 > 0.0)
If (feature 20 <= 4.0)
If (feature 12 <= 1.0)
Predict: 1.0
Else (feature 12 > 1.0)
Predict: 0.0
Else (feature 20 > 4.0)
Predict: 0.0
Else (feature 7 > 0.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
If (feature 2 <= 0.0)
Predict: 1.0
Else (feature 2 > 0.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 35:
If (feature 4 <= 3.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 0 <= 4.0)
If (feature 11 <= 1.0)
If (feature 19 <= 4.0)
If (feature 1 <= 2.0)
Predict: 1.0
Else (feature 1 > 2.0)
Predict: 0.0
Else (feature 19 > 4.0)
If (feature 13 <= 0.0)
Predict: 0.0
Else (feature 13 > 0.0)
Predict: 1.0
Else (feature 11 > 1.0)
If (feature 2 <= 1.0)
If (feature 13 <= 0.0)
Predict: 0.0
Else (feature 13 > 0.0)
Predict: 1.0
Else (feature 2 > 1.0)
Predict: 1.0
Else (feature 0 > 4.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 36:
If (feature 4 <= 3.0)
If (feature 10 <= 0.0)
If (feature 3 <= 0.0)
Predict: 0.0
Else (feature 3 > 0.0)
Predict: 1.0
Else (feature 10 > 0.0)
If (feature 2 <= 4.0)
If (feature 7 <= 0.0)
If (feature 13 <= 0.0)
If (feature 12 <= 1.0)
Predict: 1.0
Else (feature 12 > 1.0)
Predict: 0.0
Else (feature 13 > 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
If (feature 8 <= 7.0)
If (feature 17 <= 0.0)
Predict: 1.0
Else (feature 17 > 0.0)
Predict: 1.0
Else (feature 8 > 7.0)
If (feature 13 <= 0.0)
Predict: 0.0
Else (feature 13 > 0.0)
Predict: 1.0
Else (feature 2 > 4.0)
If (feature 8 <= 2.0)
Predict: 0.0
Else (feature 8 > 2.0)
If (feature 21 <= 2.0)
Predict: 0.0
Else (feature 21 > 2.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 37:
If (feature 4 <= 3.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 9 <= 0.0)
If (feature 2 <= 4.0)
If (feature 1 <= 2.0)
If (feature 7 <= 0.0)
Predict: 1.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 1 > 2.0)
Predict: 0.0
Else (feature 2 > 4.0)
If (feature 21 <= 2.0)
Predict: 0.0
Else (feature 21 > 2.0)
Predict: 1.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 38:
If (feature 19 <= 2.0)
If (feature 18 <= 0.0)
If (feature 20 <= 0.0)
If (feature 10 <= 0.0)
Predict: 0.0
Else (feature 10 > 0.0)
If (feature 6 <= 0.0)
If (feature 3 <= 0.0)
Predict: 1.0
Else (feature 3 > 0.0)
Predict: 0.0
Else (feature 6 > 0.0)
Predict: 0.0
Else (feature 20 > 0.0)
If (feature 2 <= 4.0)
If (feature 7 <= 0.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
Predict: 1.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 2 > 4.0)
Predict: 0.0
Else (feature 18 > 0.0)
Predict: 1.0
Else (feature 19 > 2.0)
If (feature 18 <= 0.0)
If (feature 6 <= 0.0)
If (feature 2 <= 0.0)
Predict: 1.0
Else (feature 2 > 0.0)
If (feature 21 <= 2.0)
Predict: 0.0
Else (feature 21 > 2.0)
Predict: 1.0
Else (feature 6 > 0.0)
If (feature 11 <= 0.0)
If (feature 7 <= 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 11 > 0.0)
Predict: 1.0
Else (feature 18 > 0.0)
If (feature 20 <= 4.0)
If (feature 6 <= 0.0)
If (feature 13 <= 0.0)
If (feature 18 <= 1.0)
Predict: 0.0
Else (feature 18 > 1.0)
Predict: 1.0
Else (feature 13 > 0.0)
Predict: 0.0
Else (feature 6 > 0.0)
Predict: 1.0
Else (feature 20 > 4.0)
If (feature 14 <= 5.0)
Predict: 1.0
Else (feature 14 > 5.0)
Predict: 0.0
Tree 39:
If (feature 18 <= 0.0)
If (feature 4 <= 3.0)
If (feature 2 <= 4.0)
If (feature 10 <= 0.0)
If (feature 20 <= 3.0)
If (feature 21 <= 0.0)
Predict: 0.0
Else (feature 21 > 0.0)
Predict: 0.0
Else (feature 20 > 3.0)
Predict: 1.0
Else (feature 10 > 0.0)
If (feature 7 <= 0.0)
If (feature 1 <= 2.0)
Predict: 1.0
Else (feature 1 > 2.0)
Predict: 0.0
Else (feature 7 > 0.0)
If (feature 17 <= 0.0)
Predict: 1.0
Else (feature 17 > 0.0)
Predict: 1.0
Else (feature 2 > 4.0)
If (feature 21 <= 2.0)
Predict: 0.0
Else (feature 21 > 2.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 18 > 0.0)
If (feature 10 <= 0.0)
Predict: 1.0
Else (feature 10 > 0.0)
If (feature 13 <= 4.0)
If (feature 4 <= 3.0)
If (feature 20 <= 3.0)
If (feature 6 <= 0.0)
Predict: 0.0
Else (feature 6 > 0.0)
Predict: 1.0
Else (feature 20 > 3.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 13 > 4.0)
If (feature 12 <= 0.0)
Predict: 1.0
Else (feature 12 > 0.0)
Predict: 0.0
Tree 40:
If (feature 19 <= 2.0)
If (feature 14 <= 0.0)
If (feature 20 <= 3.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 2 <= 4.0)
If (feature 10 <= 1.0)
Predict: 1.0
Else (feature 10 > 1.0)
Predict: 1.0
Else (feature 2 > 4.0)
Predict: 0.0
Else (feature 20 > 3.0)
Predict: 1.0
Else (feature 14 > 0.0)
Predict: 1.0
Else (feature 19 > 2.0)
If (feature 18 <= 0.0)
If (feature 4 <= 3.0)
If (feature 2 <= 3.0)
If (feature 7 <= 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 1.0
Else (feature 2 > 3.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 18 > 0.0)
If (feature 4 <= 3.0)
If (feature 14 <= 5.0)
If (feature 21 <= 3.0)
If (feature 18 <= 1.0)
Predict: 0.0
Else (feature 18 > 1.0)
Predict: 1.0
Else (feature 21 > 3.0)
Predict: 1.0
Else (feature 14 > 5.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 41:
If (feature 7 <= 0.0)
If (feature 19 <= 3.0)
If (feature 19 <= 1.0)
If (feature 1 <= 1.0)
If (feature 21 <= 1.0)
Predict: 0.0
Else (feature 21 > 1.0)
If (feature 2 <= 1.0)
Predict: 1.0
Else (feature 2 > 1.0)
Predict: 0.0
Else (feature 1 > 1.0)
If (feature 0 <= 0.0)
If (feature 3 <= 0.0)
Predict: 1.0
Else (feature 3 > 0.0)
Predict: 0.0
Else (feature 0 > 0.0)
Predict: 1.0
Else (feature 19 > 1.0)
Predict: 1.0
Else (feature 19 > 3.0)
If (feature 6 <= 0.0)
Predict: 0.0
Else (feature 6 > 0.0)
If (feature 20 <= 3.0)
Predict: 1.0
Else (feature 20 > 3.0)
Predict: 0.0
Else (feature 7 > 0.0)
If (feature 8 <= 1.0)
Predict: 1.0
Else (feature 8 > 1.0)
If (feature 18 <= 1.0)
If (feature 21 <= 0.0)
Predict: 0.0
Else (feature 21 > 0.0)
If (feature 4 <= 3.0)
If (feature 8 <= 2.0)
Predict: 1.0
Else (feature 8 > 2.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 18 > 1.0)
Predict: 0.0
Tree 42:
If (feature 18 <= 0.0)
If (feature 2 <= 4.0)
If (feature 10 <= 0.0)
If (feature 20 <= 3.0)
If (feature 1 <= 1.0)
Predict: 0.0
Else (feature 1 > 1.0)
Predict: 1.0
Else (feature 20 > 3.0)
Predict: 1.0
Else (feature 10 > 0.0)
If (feature 21 <= 0.0)
Predict: 0.0
Else (feature 21 > 0.0)
If (feature 4 <= 3.0)
If (feature 4 <= 2.0)
Predict: 1.0
Else (feature 4 > 2.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 2 > 4.0)
If (feature 20 <= 3.0)
If (feature 19 <= 3.0)
Predict: 0.0
Else (feature 19 > 3.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 20 > 3.0)
Predict: 1.0
Else (feature 18 > 0.0)
If (feature 20 <= 2.0)
Predict: 1.0
Else (feature 20 > 2.0)
If (feature 11 <= 1.0)
If (feature 8 <= 7.0)
Predict: 1.0
Else (feature 8 > 7.0)
Predict: 0.0
Else (feature 11 > 1.0)
Predict: 0.0
Tree 43:
If (feature 19 <= 2.0)
If (feature 14 <= 0.0)
If (feature 21 <= 0.0)
If (feature 2 <= 2.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
Predict: 1.0
Else (feature 2 > 2.0)
Predict: 1.0
Else (feature 21 > 0.0)
If (feature 9 <= 0.0)
If (feature 4 <= 2.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
Predict: 1.0
Else (feature 4 > 2.0)
Predict: 0.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 14 > 0.0)
Predict: 1.0
Else (feature 19 > 2.0)
If (feature 20 <= 4.0)
If (feature 17 <= 0.0)
If (feature 5 <= 0.0)
If (feature 6 <= 0.0)
If (feature 2 <= 6.0)
Predict: 0.0
Else (feature 2 > 6.0)
Predict: 1.0
Else (feature 6 > 0.0)
Predict: 1.0
Else (feature 5 > 0.0)
Predict: 1.0
Else (feature 17 > 0.0)
If (feature 3 <= 0.0)
Predict: 0.0
Else (feature 3 > 0.0)
Predict: 1.0
Else (feature 20 > 4.0)
If (feature 14 <= 7.0)
If (feature 6 <= 0.0)
Predict: 1.0
Else (feature 6 > 0.0)
Predict: 0.0
Else (feature 14 > 7.0)
Predict: 0.0
Tree 44:
If (feature 4 <= 3.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 13 <= 6.0)
If (feature 1 <= 2.0)
If (feature 2 <= 4.0)
If (feature 7 <= 0.0)
Predict: 1.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 2 > 4.0)
If (feature 18 <= 0.0)
Predict: 0.0
Else (feature 18 > 0.0)
Predict: 1.0
Else (feature 1 > 2.0)
Predict: 0.0
Else (feature 13 > 6.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 45:
If (feature 19 <= 2.0)
If (feature 21 <= 0.0)
If (feature 1 <= 1.0)
Predict: 0.0
Else (feature 1 > 1.0)
Predict: 1.0
Else (feature 21 > 0.0)
If (feature 2 <= 4.0)
If (feature 9 <= 0.0)
If (feature 10 <= 0.0)
Predict: 0.0
Else (feature 10 > 0.0)
If (feature 4 <= 3.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 2 > 4.0)
Predict: 0.0
Else (feature 19 > 2.0)
If (feature 4 <= 3.0)
If (feature 19 <= 4.0)
If (feature 14 <= 5.0)
If (feature 1 <= 2.0)
If (feature 7 <= 0.0)
Predict: 1.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 1 > 2.0)
Predict: 0.0
Else (feature 14 > 5.0)
Predict: 0.0
Else (feature 19 > 4.0)
If (feature 14 <= 0.0)
Predict: 0.0
Else (feature 14 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 46:
If (feature 7 <= 0.0)
If (feature 6 <= 0.0)
If (feature 19 <= 3.0)
If (feature 3 <= 0.0)
Predict: 0.0
Else (feature 3 > 0.0)
If (feature 4 <= 3.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 19 > 3.0)
Predict: 0.0
Else (feature 6 > 0.0)
If (feature 0 <= 1.0)
If (feature 2 <= 1.0)
If (feature 20 <= 3.0)
Predict: 1.0
Else (feature 20 > 3.0)
Predict: 0.0
Else (feature 2 > 1.0)
If (feature 20 <= 0.0)
Predict: 0.0
Else (feature 20 > 0.0)
If (feature 19 <= 1.0)
Predict: 0.0
Else (feature 19 > 1.0)
Predict: 1.0
Else (feature 0 > 1.0)
If (feature 16 <= 0.0)
If (feature 14 <= 0.0)
If (feature 9 <= 0.0)
Predict: 0.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 14 > 0.0)
Predict: 1.0
Else (feature 16 > 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
If (feature 14 <= 2.0)
If (feature 12 <= 2.0)
If (feature 19 <= 1.0)
Predict: 1.0
Else (feature 19 > 1.0)
If (feature 4 <= 3.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 12 > 2.0)
If (feature 4 <= 3.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 14 > 2.0)
If (feature 18 <= 1.0)
Predict: 1.0
Else (feature 18 > 1.0)
Predict: 0.0
Tree 47:
If (feature 11 <= 1.0)
If (feature 19 <= 2.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 7 <= 0.0)
If (feature 4 <= 3.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 19 > 2.0)
If (feature 14 <= 1.0)
If (feature 9 <= 0.0)
If (feature 10 <= 2.0)
If (feature 21 <= 2.0)
Predict: 0.0
Else (feature 21 > 2.0)
Predict: 1.0
Else (feature 10 > 2.0)
Predict: 1.0
Else (feature 9 > 0.0)
Predict: 0.0
Else (feature 14 > 1.0)
Predict: 1.0
Else (feature 11 > 1.0)
If (feature 20 <= 1.0)
Predict: 1.0
Else (feature 20 > 1.0)
If (feature 18 <= 0.0)
Predict: 1.0
Else (feature 18 > 0.0)
Predict: 0.0
Tree 48:
If (feature 21 <= 3.0)
If (feature 11 <= 1.0)
If (feature 4 <= 3.0)
If (feature 9 <= 0.0)
If (feature 10 <= 0.0)
If (feature 2 <= 2.0)
Predict: 0.0
Else (feature 2 > 2.0)
Predict: 1.0
Else (feature 10 > 0.0)
If (feature 8 <= 6.0)
Predict: 1.0
Else (feature 8 > 6.0)
Predict: 0.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 11 > 1.0)
If (feature 20 <= 1.0)
Predict: 1.0
Else (feature 20 > 1.0)
If (feature 2 <= 0.0)
If (feature 17 <= 0.0)
Predict: 0.0
Else (feature 17 > 0.0)
If (feature 10 <= 1.0)
Predict: 0.0
Else (feature 10 > 1.0)
Predict: 1.0
Else (feature 2 > 0.0)
Predict: 0.0
Else (feature 21 > 3.0)
If (feature 12 <= 2.0)
If (feature 9 <= 0.0)
If (feature 11 <= 1.0)
If (feature 0 <= 4.0)
If (feature 10 <= 2.0)
Predict: 1.0
Else (feature 10 > 2.0)
Predict: 1.0
Else (feature 0 > 4.0)
Predict: 0.0
Else (feature 11 > 1.0)
If (feature 21 <= 4.0)
Predict: 1.0
Else (feature 21 > 4.0)
Predict: 0.0
Else (feature 9 > 0.0)
Predict: 0.0
Else (feature 12 > 2.0)
Predict: 0.0
Tree 49:
If (feature 19 <= 2.0)
If (feature 7 <= 0.0)
If (feature 9 <= 0.0)
Predict: 0.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 19 > 2.0)
If (feature 19 <= 5.0)
If (feature 20 <= 1.0)
If (feature 6 <= 0.0)
Predict: 0.0
Else (feature 6 > 0.0)
Predict: 1.0
Else (feature 20 > 1.0)
If (feature 20 <= 4.0)
If (feature 9 <= 0.0)
If (feature 11 <= 1.0)
Predict: 1.0
Else (feature 11 > 1.0)
Predict: 0.0
Else (feature 9 > 0.0)
Predict: 0.0
Else (feature 20 > 4.0)
If (feature 14 <= 5.0)
If (feature 6 <= 0.0)
Predict: 1.0
Else (feature 6 > 0.0)
Predict: 0.0
Else (feature 14 > 5.0)
Predict: 0.0
Else (feature 19 > 5.0)
Predict: 1.0
Tree 50:
If (feature 3 <= 0.0)
If (feature 7 <= 0.0)
If (feature 10 <= 0.0)
Predict: 0.0
Else (feature 10 > 0.0)
If (feature 20 <= 3.0)
Predict: 1.0
Else (feature 20 > 3.0)
Predict: 0.0
Else (feature 7 > 0.0)
If (feature 19 <= 1.0)
Predict: 1.0
Else (feature 19 > 1.0)
If (feature 20 <= 3.0)
If (feature 4 <= 3.0)
If (feature 21 <= 2.0)
Predict: 0.0
Else (feature 21 > 2.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 20 > 3.0)
Predict: 1.0
Else (feature 3 > 0.0)
If (feature 4 <= 3.0)
If (feature 11 <= 1.0)
Predict: 1.0
Else (feature 11 > 1.0)
If (feature 7 <= 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 51:
If (feature 19 <= 2.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 9 <= 0.0)
If (feature 7 <= 0.0)
If (feature 21 <= 0.0)
Predict: 1.0
Else (feature 21 > 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 19 > 2.0)
If (feature 18 <= 0.0)
If (feature 4 <= 3.0)
If (feature 19 <= 4.0)
If (feature 17 <= 0.0)
Predict: 0.0
Else (feature 17 > 0.0)
Predict: 1.0
Else (feature 19 > 4.0)
If (feature 13 <= 0.0)
Predict: 0.0
Else (feature 13 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 18 > 0.0)
If (feature 20 <= 4.0)
If (feature 2 <= 4.0)
If (feature 11 <= 1.0)
If (feature 4 <= 3.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 11 > 1.0)
Predict: 0.0
Else (feature 2 > 4.0)
Predict: 1.0
Else (feature 20 > 4.0)
If (feature 10 <= 1.0)
Predict: 0.0
Else (feature 10 > 1.0)
Predict: 1.0
Tree 52:
If (feature 3 <= 0.0)
If (feature 7 <= 0.0)
If (feature 6 <= 0.0)
Predict: 0.0
Else (feature 6 > 0.0)
If (feature 0 <= 3.0)
If (feature 9 <= 0.0)
Predict: 0.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 0 > 3.0)
Predict: 0.0
Else (feature 7 > 0.0)
If (feature 4 <= 3.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 3 > 0.0)
If (feature 6 <= 0.0)
If (feature 16 <= 0.0)
If (feature 2 <= 5.0)
If (feature 11 <= 2.0)
If (feature 19 <= 1.0)
Predict: 1.0
Else (feature 19 > 1.0)
Predict: 0.0
Else (feature 11 > 2.0)
Predict: 1.0
Else (feature 2 > 5.0)
If (feature 19 <= 3.0)
Predict: 1.0
Else (feature 19 > 3.0)
Predict: 0.0
Else (feature 16 > 0.0)
Predict: 1.0
Else (feature 6 > 0.0)
If (feature 8 <= 5.0)
If (feature 7 <= 0.0)
If (feature 8 <= 3.0)
Predict: 0.0
Else (feature 8 > 3.0)
If (feature 20 <= 3.0)
Predict: 1.0
Else (feature 20 > 3.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 8 > 5.0)
Predict: 0.0
Tree 53:
If (feature 12 <= 2.0)
If (feature 8 <= 7.0)
If (feature 2 <= 4.0)
If (feature 13 <= 0.0)
If (feature 4 <= 3.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 13 > 0.0)
If (feature 7 <= 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
If (feature 13 <= 6.0)
Predict: 1.0
Else (feature 13 > 6.0)
Predict: 0.0
Else (feature 2 > 4.0)
If (feature 21 <= 3.0)
If (feature 12 <= 0.0)
Predict: 0.0
Else (feature 12 > 0.0)
If (feature 7 <= 0.0)
Predict: 1.0
Else (feature 7 > 0.0)
Predict: 0.0
Else (feature 21 > 3.0)
Predict: 1.0
Else (feature 8 > 7.0)
If (feature 16 <= 0.0)
Predict: 0.0
Else (feature 16 > 0.0)
If (feature 12 <= 0.0)
Predict: 1.0
Else (feature 12 > 0.0)
Predict: 0.0
Else (feature 12 > 2.0)
If (feature 20 <= 1.0)
Predict: 1.0
Else (feature 20 > 1.0)
Predict: 0.0
Tree 54:
If (feature 12 <= 2.0)
If (feature 4 <= 3.0)
If (feature 9 <= 0.0)
If (feature 20 <= 3.0)
If (feature 20 <= 1.0)
If (feature 7 <= 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 20 > 1.0)
If (feature 16 <= 0.0)
Predict: 0.0
Else (feature 16 > 0.0)
Predict: 1.0
Else (feature 20 > 3.0)
If (feature 0 <= 4.0)
If (feature 1 <= 2.0)
Predict: 1.0
Else (feature 1 > 2.0)
Predict: 0.0
Else (feature 0 > 4.0)
Predict: 0.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 12 > 2.0)
If (feature 6 <= 0.0)
Predict: 0.0
Else (feature 6 > 0.0)
Predict: 1.0
Tree 55:
If (feature 7 <= 0.0)
If (feature 2 <= 5.0)
If (feature 19 <= 3.0)
If (feature 9 <= 0.0)
If (feature 1 <= 1.0)
If (feature 18 <= 0.0)
Predict: 0.0
Else (feature 18 > 0.0)
Predict: 1.0
Else (feature 1 > 1.0)
If (feature 10 <= 0.0)
Predict: 1.0
Else (feature 10 > 0.0)
Predict: 0.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 19 > 3.0)
If (feature 8 <= 4.0)
If (feature 2 <= 0.0)
Predict: 1.0
Else (feature 2 > 0.0)
Predict: 0.0
Else (feature 8 > 4.0)
Predict: 0.0
Else (feature 2 > 5.0)
Predict: 1.0
Else (feature 7 > 0.0)
If (feature 11 <= 1.0)
If (feature 11 <= 0.0)
If (feature 19 <= 1.0)
Predict: 1.0
Else (feature 19 > 1.0)
If (feature 2 <= 0.0)
Predict: 1.0
Else (feature 2 > 0.0)
If (feature 10 <= 2.0)
Predict: 0.0
Else (feature 10 > 2.0)
Predict: 1.0
Else (feature 11 > 0.0)
If (feature 18 <= 0.0)
Predict: 0.0
Else (feature 18 > 0.0)
Predict: 1.0
Else (feature 11 > 1.0)
If (feature 18 <= 0.0)
Predict: 1.0
Else (feature 18 > 0.0)
Predict: 0.0
Tree 56:
If (feature 4 <= 3.0)
If (feature 7 <= 0.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 11 <= 1.0)
If (feature 0 <= 4.0)
If (feature 1 <= 2.0)
Predict: 1.0
Else (feature 1 > 2.0)
Predict: 0.0
Else (feature 0 > 4.0)
Predict: 0.0
Else (feature 11 > 1.0)
Predict: 0.0
Else (feature 7 > 0.0)
If (feature 17 <= 0.0)
Predict: 1.0
Else (feature 17 > 0.0)
If (feature 6 <= 0.0)
If (feature 21 <= 2.0)
Predict: 0.0
Else (feature 21 > 2.0)
Predict: 1.0
Else (feature 6 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 57:
If (feature 3 <= 0.0)
If (feature 4 <= 3.0)
If (feature 10 <= 0.0)
Predict: 0.0
Else (feature 10 > 0.0)
If (feature 2 <= 4.0)
If (feature 19 <= 4.0)
If (feature 1 <= 2.0)
Predict: 1.0
Else (feature 1 > 2.0)
Predict: 0.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 2 > 4.0)
If (feature 18 <= 0.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 18 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 3 > 0.0)
If (feature 4 <= 3.0)
If (feature 11 <= 1.0)
Predict: 1.0
Else (feature 11 > 1.0)
If (feature 17 <= 0.0)
Predict: 0.0
Else (feature 17 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 58:
If (feature 19 <= 2.0)
If (feature 21 <= 0.0)
If (feature 0 <= 2.0)
If (feature 19 <= 0.0)
If (feature 2 <= 2.0)
If (feature 8 <= 2.0)
Predict: 1.0
Else (feature 8 > 2.0)
Predict: 0.0
Else (feature 2 > 2.0)
Predict: 1.0
Else (feature 19 > 0.0)
If (feature 20 <= 3.0)
If (feature 2 <= 2.0)
Predict: 0.0
Else (feature 2 > 2.0)
Predict: 1.0
Else (feature 20 > 3.0)
Predict: 1.0
Else (feature 0 > 2.0)
If (feature 3 <= 0.0)
Predict: 0.0
Else (feature 3 > 0.0)
Predict: 1.0
Else (feature 21 > 0.0)
If (feature 2 <= 4.0)
If (feature 9 <= 0.0)
If (feature 6 <= 0.0)
If (feature 7 <= 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 6 > 0.0)
Predict: 0.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 2 > 4.0)
Predict: 0.0
Else (feature 19 > 2.0)
If (feature 20 <= 4.0)
If (feature 4 <= 3.0)
If (feature 13 <= 0.0)
If (feature 19 <= 4.0)
If (feature 2 <= 1.0)
Predict: 1.0
Else (feature 2 > 1.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 13 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 20 > 4.0)
If (feature 17 <= 1.0)
If (feature 12 <= 0.0)
If (feature 1 <= 1.0)
If (feature 10 <= 2.0)
Predict: 0.0
Else (feature 10 > 2.0)
Predict: 1.0
Else (feature 1 > 1.0)
Predict: 0.0
Else (feature 12 > 0.0)
Predict: 0.0
Else (feature 17 > 1.0)
Predict: 0.0
Tree 59:
If (feature 12 <= 2.0)
If (feature 1 <= 1.0)
If (feature 4 <= 3.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 7 <= 0.0)
If (feature 19 <= 3.0)
Predict: 1.0
Else (feature 19 > 3.0)
Predict: 0.0
Else (feature 7 > 0.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 1 > 1.0)
If (feature 14 <= 4.0)
If (feature 7 <= 0.0)
If (feature 20 <= 0.0)
Predict: 0.0
Else (feature 20 > 0.0)
If (feature 9 <= 0.0)
Predict: 1.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 14 > 4.0)
Predict: 0.0
Else (feature 12 > 2.0)
If (feature 21 <= 1.0)
If (feature 17 <= 0.0)
Predict: 0.0
Else (feature 17 > 0.0)
Predict: 1.0
Else (feature 21 > 1.0)
Predict: 0.0
Tree 60:
If (feature 19 <= 2.0)
If (feature 14 <= 0.0)
If (feature 7 <= 0.0)
If (feature 8 <= 4.0)
If (feature 1 <= 1.0)
If (feature 10 <= 0.0)
Predict: 0.0
Else (feature 10 > 0.0)
Predict: 0.0
Else (feature 1 > 1.0)
If (feature 9 <= 0.0)
Predict: 1.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 8 > 4.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 14 > 0.0)
Predict: 1.0
Else (feature 19 > 2.0)
If (feature 9 <= 0.0)
If (feature 10 <= 2.0)
If (feature 18 <= 1.0)
If (feature 17 <= 0.0)
If (feature 12 <= 1.0)
Predict: 1.0
Else (feature 12 > 1.0)
Predict: 0.0
Else (feature 17 > 0.0)
If (feature 14 <= 0.0)
Predict: 0.0
Else (feature 14 > 0.0)
Predict: 1.0
Else (feature 18 > 1.0)
Predict: 0.0
Else (feature 10 > 2.0)
If (feature 7 <= 0.0)
If (feature 8 <= 4.0)
If (feature 20 <= 3.0)
Predict: 0.0
Else (feature 20 > 3.0)
Predict: 1.0
Else (feature 8 > 4.0)
Predict: 1.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 9 > 0.0)
Predict: 0.0
Tree 61:
If (feature 4 <= 3.0)
If (feature 7 <= 0.0)
If (feature 6 <= 0.0)
If (feature 18 <= 1.0)
If (feature 3 <= 0.0)
Predict: 0.0
Else (feature 3 > 0.0)
If (feature 10 <= 0.0)
Predict: 1.0
Else (feature 10 > 0.0)
Predict: 0.0
Else (feature 18 > 1.0)
Predict: 1.0
Else (feature 6 > 0.0)
If (feature 8 <= 4.0)
If (feature 1 <= 2.0)
If (feature 13 <= 0.0)
Predict: 1.0
Else (feature 13 > 0.0)
Predict: 0.0
Else (feature 1 > 2.0)
Predict: 0.0
Else (feature 8 > 4.0)
Predict: 0.0
Else (feature 7 > 0.0)
If (feature 13 <= 0.0)
If (feature 8 <= 7.0)
If (feature 2 <= 4.0)
If (feature 20 <= 2.0)
Predict: 1.0
Else (feature 20 > 2.0)
Predict: 1.0
Else (feature 2 > 4.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 8 > 7.0)
Predict: 0.0
Else (feature 13 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 62:
If (feature 19 <= 2.0)
If (feature 7 <= 0.0)
If (feature 6 <= 0.0)
If (feature 21 <= 0.0)
If (feature 8 <= 2.0)
If (feature 3 <= 0.0)
Predict: 0.0
Else (feature 3 > 0.0)
Predict: 1.0
Else (feature 8 > 2.0)
If (feature 3 <= 0.0)
Predict: 0.0
Else (feature 3 > 0.0)
Predict: 1.0
Else (feature 21 > 0.0)
Predict: 0.0
Else (feature 6 > 0.0)
If (feature 3 <= 0.0)
Predict: 1.0
Else (feature 3 > 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 19 > 2.0)
If (feature 13 <= 4.0)
If (feature 6 <= 0.0)
If (feature 20 <= 4.0)
If (feature 4 <= 3.0)
If (feature 21 <= 2.0)
Predict: 0.0
Else (feature 21 > 2.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 20 > 4.0)
Predict: 1.0
Else (feature 6 > 0.0)
If (feature 17 <= 0.0)
If (feature 2 <= 0.0)
Predict: 1.0
Else (feature 2 > 0.0)
If (feature 14 <= 0.0)
Predict: 0.0
Else (feature 14 > 0.0)
Predict: 1.0
Else (feature 17 > 0.0)
Predict: 1.0
Else (feature 13 > 4.0)
If (feature 12 <= 0.0)
Predict: 1.0
Else (feature 12 > 0.0)
Predict: 0.0
Tree 63:
If (feature 19 <= 2.0)
If (feature 7 <= 0.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 20 <= 0.0)
Predict: 0.0
Else (feature 20 > 0.0)
If (feature 10 <= 0.0)
Predict: 1.0
Else (feature 10 > 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 19 > 2.0)
If (feature 18 <= 0.0)
If (feature 3 <= 0.0)
If (feature 21 <= 2.0)
Predict: 0.0
Else (feature 21 > 2.0)
If (feature 17 <= 0.0)
Predict: 0.0
Else (feature 17 > 0.0)
Predict: 1.0
Else (feature 3 > 0.0)
Predict: 1.0
Else (feature 18 > 0.0)
If (feature 21 <= 4.0)
If (feature 18 <= 2.0)
Predict: 0.0
Else (feature 18 > 2.0)
If (feature 13 <= 0.0)
Predict: 1.0
Else (feature 13 > 0.0)
Predict: 0.0
Else (feature 21 > 4.0)
If (feature 3 <= 0.0)
Predict: 1.0
Else (feature 3 > 0.0)
If (feature 10 <= 2.0)
If (feature 10 <= 1.0)
Predict: 0.0
Else (feature 10 > 1.0)
Predict: 1.0
Else (feature 10 > 2.0)
Predict: 0.0
Tree 64:
If (feature 8 <= 7.0)
If (feature 18 <= 1.0)
If (feature 21 <= 0.0)
If (feature 20 <= 3.0)
If (feature 20 <= 0.0)
Predict: 0.0
Else (feature 20 > 0.0)
If (feature 7 <= 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 0.0
Else (feature 20 > 3.0)
Predict: 1.0
Else (feature 21 > 0.0)
If (feature 9 <= 0.0)
If (feature 19 <= 1.0)
If (feature 2 <= 2.0)
Predict: 1.0
Else (feature 2 > 2.0)
Predict: 0.0
Else (feature 19 > 1.0)
If (feature 7 <= 0.0)
Predict: 1.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 9 > 0.0)
If (feature 13 <= 0.0)
If (feature 1 <= 0.0)
Predict: 1.0
Else (feature 1 > 0.0)
Predict: 1.0
Else (feature 13 > 0.0)
Predict: 1.0
Else (feature 18 > 1.0)
If (feature 13 <= 0.0)
Predict: 1.0
Else (feature 13 > 0.0)
Predict: 0.0
Else (feature 8 > 7.0)
If (feature 14 <= 6.0)
Predict: 0.0
Else (feature 14 > 6.0)
If (feature 10 <= 1.0)
Predict: 0.0
Else (feature 10 > 1.0)
Predict: 1.0
Tree 65:
If (feature 11 <= 1.0)
If (feature 10 <= 3.0)
If (feature 19 <= 2.0)
If (feature 2 <= 4.0)
If (feature 13 <= 0.0)
If (feature 14 <= 0.0)
Predict: 1.0
Else (feature 14 > 0.0)
Predict: 1.0
Else (feature 13 > 0.0)
Predict: 1.0
Else (feature 2 > 4.0)
Predict: 0.0
Else (feature 19 > 2.0)
If (feature 0 <= 3.0)
If (feature 18 <= 0.0)
If (feature 17 <= 0.0)
Predict: 0.0
Else (feature 17 > 0.0)
Predict: 0.0
Else (feature 18 > 0.0)
Predict: 1.0
Else (feature 0 > 3.0)
If (feature 20 <= 3.0)
Predict: 1.0
Else (feature 20 > 3.0)
Predict: 0.0
Else (feature 10 > 3.0)
If (feature 9 <= 0.0)
Predict: 1.0
Else (feature 9 > 0.0)
Predict: 0.0
Else (feature 11 > 1.0)
If (feature 20 <= 1.0)
Predict: 1.0
Else (feature 20 > 1.0)
If (feature 17 <= 0.0)
Predict: 0.0
Else (feature 17 > 0.0)
If (feature 17 <= 1.0)
Predict: 1.0
Else (feature 17 > 1.0)
Predict: 0.0
Tree 66:
If (feature 19 <= 2.0)
If (feature 9 <= 0.0)
If (feature 12 <= 0.0)
If (feature 7 <= 0.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 6 <= 0.0)
Predict: 0.0
Else (feature 6 > 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 12 > 0.0)
Predict: 1.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 19 > 2.0)
If (feature 4 <= 3.0)
If (feature 19 <= 4.0)
If (feature 2 <= 1.0)
If (feature 2 <= 0.0)
If (feature 11 <= 1.0)
Predict: 1.0
Else (feature 11 > 1.0)
Predict: 0.0
Else (feature 2 > 0.0)
Predict: 0.0
Else (feature 2 > 1.0)
If (feature 10 <= 2.0)
If (feature 6 <= 0.0)
Predict: 1.0
Else (feature 6 > 0.0)
Predict: 1.0
Else (feature 10 > 2.0)
Predict: 1.0
Else (feature 19 > 4.0)
If (feature 10 <= 2.0)
Predict: 0.0
Else (feature 10 > 2.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 67:
If (feature 18 <= 0.0)
If (feature 7 <= 0.0)
If (feature 9 <= 0.0)
Predict: 0.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 7 > 0.0)
If (feature 2 <= 4.0)
If (feature 13 <= 0.0)
If (feature 4 <= 3.0)
If (feature 20 <= 1.0)
Predict: 1.0
Else (feature 20 > 1.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 13 > 0.0)
Predict: 1.0
Else (feature 2 > 4.0)
If (feature 1 <= 0.0)
If (feature 21 <= 2.0)
Predict: 0.0
Else (feature 21 > 2.0)
Predict: 1.0
Else (feature 1 > 0.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 18 > 0.0)
If (feature 20 <= 2.0)
Predict: 1.0
Else (feature 20 > 2.0)
If (feature 17 <= 0.0)
If (feature 13 <= 0.0)
If (feature 4 <= 3.0)
If (feature 2 <= 1.0)
Predict: 1.0
Else (feature 2 > 1.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 13 > 0.0)
Predict: 0.0
Else (feature 17 > 0.0)
If (feature 11 <= 0.0)
Predict: 1.0
Else (feature 11 > 0.0)
Predict: 0.0
Tree 68:
If (feature 4 <= 3.0)
If (feature 7 <= 0.0)
If (feature 1 <= 1.0)
If (feature 6 <= 0.0)
If (feature 18 <= 1.0)
Predict: 0.0
Else (feature 18 > 1.0)
Predict: 1.0
Else (feature 6 > 0.0)
If (feature 10 <= 1.0)
Predict: 0.0
Else (feature 10 > 1.0)
If (feature 20 <= 3.0)
Predict: 1.0
Else (feature 20 > 3.0)
Predict: 0.0
Else (feature 1 > 1.0)
If (feature 14 <= 4.0)
If (feature 11 <= 1.0)
If (feature 1 <= 2.0)
Predict: 1.0
Else (feature 1 > 2.0)
Predict: 0.0
Else (feature 11 > 1.0)
Predict: 0.0
Else (feature 14 > 4.0)
Predict: 0.0
Else (feature 7 > 0.0)
If (feature 9 <= 0.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
If (feature 16 <= 0.0)
Predict: 0.0
Else (feature 16 > 0.0)
Predict: 1.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 69:
If (feature 8 <= 7.0)
If (feature 4 <= 3.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 19 <= 4.0)
If (feature 16 <= 2.0)
If (feature 21 <= 5.0)
Predict: 1.0
Else (feature 21 > 5.0)
Predict: 1.0
Else (feature 16 > 2.0)
Predict: 0.0
Else (feature 19 > 4.0)
If (feature 5 <= 0.0)
Predict: 0.0
Else (feature 5 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 8 > 7.0)
If (feature 4 <= 3.0)
If (feature 16 <= 0.0)
Predict: 0.0
Else (feature 16 > 0.0)
If (feature 11 <= 0.0)
Predict: 1.0
Else (feature 11 > 0.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 70:
If (feature 19 <= 2.0)
If (feature 21 <= 0.0)
If (feature 1 <= 1.0)
Predict: 0.0
Else (feature 1 > 1.0)
Predict: 1.0
Else (feature 21 > 0.0)
If (feature 4 <= 3.0)
If (feature 9 <= 0.0)
If (feature 3 <= 0.0)
If (feature 7 <= 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 3 > 0.0)
Predict: 1.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 19 > 2.0)
If (feature 20 <= 4.0)
If (feature 17 <= 0.0)
If (feature 16 <= 0.0)
If (feature 2 <= 6.0)
If (feature 12 <= 1.0)
Predict: 0.0
Else (feature 12 > 1.0)
Predict: 0.0
Else (feature 2 > 6.0)
Predict: 1.0
Else (feature 16 > 0.0)
Predict: 1.0
Else (feature 17 > 0.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 20 > 4.0)
If (feature 11 <= 0.0)
If (feature 21 <= 5.0)
Predict: 1.0
Else (feature 21 > 5.0)
If (feature 2 <= 0.0)
Predict: 1.0
Else (feature 2 > 0.0)
Predict: 0.0
Else (feature 11 > 0.0)
Predict: 0.0
Tree 71:
If (feature 7 <= 0.0)
If (feature 6 <= 0.0)
If (feature 18 <= 1.0)
If (feature 4 <= 3.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 8 <= 3.0)
Predict: 1.0
Else (feature 8 > 3.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 18 > 1.0)
Predict: 1.0
Else (feature 6 > 0.0)
If (feature 4 <= 3.0)
If (feature 11 <= 1.0)
If (feature 0 <= 4.0)
If (feature 21 <= 3.0)
Predict: 1.0
Else (feature 21 > 3.0)
Predict: 1.0
Else (feature 0 > 4.0)
Predict: 0.0
Else (feature 11 > 1.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 7 > 0.0)
If (feature 4 <= 3.0)
If (feature 9 <= 0.0)
If (feature 10 <= 2.0)
If (feature 4 <= 2.0)
Predict: 1.0
Else (feature 4 > 2.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 10 > 2.0)
Predict: 1.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 72:
If (feature 11 <= 1.0)
If (feature 7 <= 0.0)
If (feature 1 <= 1.0)
If (feature 2 <= 5.0)
If (feature 19 <= 3.0)
If (feature 20 <= 3.0)
Predict: 0.0
Else (feature 20 > 3.0)
Predict: 1.0
Else (feature 19 > 3.0)
If (feature 9 <= 0.0)
Predict: 1.0
Else (feature 9 > 0.0)
Predict: 0.0
Else (feature 2 > 5.0)
Predict: 1.0
Else (feature 1 > 1.0)
If (feature 8 <= 4.0)
If (feature 4 <= 3.0)
If (feature 19 <= 2.0)
Predict: 1.0
Else (feature 19 > 2.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 8 > 4.0)
Predict: 0.0
Else (feature 7 > 0.0)
If (feature 1 <= 0.0)
If (feature 4 <= 3.0)
If (feature 20 <= 2.0)
Predict: 1.0
Else (feature 20 > 2.0)
If (feature 21 <= 2.0)
Predict: 0.0
Else (feature 21 > 2.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 1 > 0.0)
If (feature 14 <= 0.0)
If (feature 13 <= 0.0)
If (feature 20 <= 2.0)
Predict: 1.0
Else (feature 20 > 2.0)
Predict: 1.0
Else (feature 13 > 0.0)
Predict: 1.0
Else (feature 14 > 0.0)
Predict: 1.0
Else (feature 11 > 1.0)
If (feature 18 <= 0.0)
Predict: 1.0
Else (feature 18 > 0.0)
Predict: 0.0
Tree 73:
If (feature 19 <= 2.0)
If (feature 9 <= 0.0)
If (feature 20 <= 3.0)
If (feature 3 <= 0.0)
If (feature 7 <= 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 3 > 0.0)
If (feature 21 <= 0.0)
Predict: 1.0
Else (feature 21 > 0.0)
If (feature 16 <= 0.0)
Predict: 0.0
Else (feature 16 > 0.0)
Predict: 1.0
Else (feature 20 > 3.0)
Predict: 1.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 19 > 2.0)
If (feature 9 <= 0.0)
If (feature 19 <= 3.0)
If (feature 13 <= 0.0)
Predict: 1.0
Else (feature 13 > 0.0)
Predict: 0.0
Else (feature 19 > 3.0)
If (feature 21 <= 3.0)
If (feature 10 <= 2.0)
If (feature 11 <= 2.0)
Predict: 0.0
Else (feature 11 > 2.0)
Predict: 1.0
Else (feature 10 > 2.0)
If (feature 7 <= 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 21 > 3.0)
If (feature 10 <= 1.0)
Predict: 0.0
Else (feature 10 > 1.0)
If (feature 0 <= 4.0)
Predict: 1.0
Else (feature 0 > 4.0)
Predict: 0.0
Else (feature 9 > 0.0)
Predict: 0.0
Tree 74:
If (feature 11 <= 1.0)
If (feature 7 <= 0.0)
If (feature 14 <= 1.0)
If (feature 4 <= 3.0)
If (feature 20 <= 0.0)
Predict: 0.0
Else (feature 20 > 0.0)
If (feature 2 <= 2.0)
Predict: 1.0
Else (feature 2 > 2.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 14 > 1.0)
Predict: 1.0
Else (feature 7 > 0.0)
If (feature 19 <= 1.0)
Predict: 1.0
Else (feature 19 > 1.0)
If (feature 9 <= 0.0)
If (feature 21 <= 2.0)
If (feature 20 <= 1.0)
Predict: 1.0
Else (feature 20 > 1.0)
Predict: 0.0
Else (feature 21 > 2.0)
Predict: 1.0
Else (feature 9 > 0.0)
Predict: 0.0
Else (feature 11 > 1.0)
If (feature 20 <= 1.0)
Predict: 1.0
Else (feature 20 > 1.0)
If (feature 12 <= 2.0)
If (feature 11 <= 2.0)
Predict: 0.0
Else (feature 11 > 2.0)
If (feature 20 <= 4.0)
Predict: 1.0
Else (feature 20 > 4.0)
Predict: 0.0
Else (feature 12 > 2.0)
Predict: 0.0
Tree 75:
If (feature 7 <= 0.0)
If (feature 19 <= 3.0)
If (feature 19 <= 1.0)
If (feature 1 <= 1.0)
If (feature 10 <= 0.0)
Predict: 0.0
Else (feature 10 > 0.0)
If (feature 3 <= 0.0)
Predict: 1.0
Else (feature 3 > 0.0)
Predict: 0.0
Else (feature 1 > 1.0)
If (feature 20 <= 0.0)
Predict: 0.0
Else (feature 20 > 0.0)
If (feature 9 <= 0.0)
Predict: 1.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 19 > 1.0)
Predict: 1.0
Else (feature 19 > 3.0)
If (feature 6 <= 0.0)
Predict: 0.0
Else (feature 6 > 0.0)
If (feature 13 <= 0.0)
If (feature 20 <= 3.0)
Predict: 1.0
Else (feature 20 > 3.0)
Predict: 0.0
Else (feature 13 > 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
If (feature 18 <= 1.0)
If (feature 19 <= 1.0)
Predict: 1.0
Else (feature 19 > 1.0)
If (feature 17 <= 0.0)
If (feature 21 <= 1.0)
Predict: 0.0
Else (feature 21 > 1.0)
Predict: 1.0
Else (feature 17 > 0.0)
If (feature 10 <= 2.0)
If (feature 13 <= 0.0)
Predict: 0.0
Else (feature 13 > 0.0)
Predict: 1.0
Else (feature 10 > 2.0)
Predict: 1.0
Else (feature 18 > 1.0)
Predict: 0.0
Tree 76:
If (feature 4 <= 3.0)
If (feature 9 <= 0.0)
If (feature 21 <= 0.0)
If (feature 0 <= 0.0)
If (feature 1 <= 1.0)
Predict: 0.0
Else (feature 1 > 1.0)
Predict: 1.0
Else (feature 0 > 0.0)
If (feature 3 <= 0.0)
Predict: 0.0
Else (feature 3 > 0.0)
Predict: 1.0
Else (feature 21 > 0.0)
If (feature 7 <= 0.0)
If (feature 21 <= 1.0)
Predict: 0.0
Else (feature 21 > 1.0)
If (feature 13 <= 0.0)
Predict: 1.0
Else (feature 13 > 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
If (feature 4 <= 2.0)
Predict: 1.0
Else (feature 4 > 2.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 1.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 77:
If (feature 8 <= 7.0)
If (feature 11 <= 1.0)
If (feature 21 <= 0.0)
If (feature 8 <= 2.0)
If (feature 20 <= 0.0)
Predict: 0.0
Else (feature 20 > 0.0)
If (feature 20 <= 3.0)
Predict: 1.0
Else (feature 20 > 3.0)
Predict: 1.0
Else (feature 8 > 2.0)
If (feature 1 <= 1.0)
Predict: 0.0
Else (feature 1 > 1.0)
Predict: 1.0
Else (feature 21 > 0.0)
If (feature 7 <= 0.0)
If (feature 19 <= 1.0)
If (feature 0 <= 0.0)
Predict: 0.0
Else (feature 0 > 0.0)
Predict: 0.0
Else (feature 19 > 1.0)
If (feature 20 <= 4.0)
Predict: 1.0
Else (feature 20 > 4.0)
Predict: 0.0
Else (feature 7 > 0.0)
If (feature 8 <= 1.0)
Predict: 1.0
Else (feature 8 > 1.0)
If (feature 2 <= 5.0)
Predict: 1.0
Else (feature 2 > 5.0)
Predict: 1.0
Else (feature 11 > 1.0)
If (feature 17 <= 0.0)
Predict: 0.0
Else (feature 17 > 0.0)
If (feature 18 <= 0.0)
Predict: 1.0
Else (feature 18 > 0.0)
Predict: 0.0
Else (feature 8 > 7.0)
If (feature 4 <= 3.0)
If (feature 17 <= 0.0)
If (feature 18 <= 0.0)
Predict: 1.0
Else (feature 18 > 0.0)
Predict: 0.0
Else (feature 17 > 0.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 78:
If (feature 8 <= 7.0)
If (feature 11 <= 1.0)
If (feature 9 <= 0.0)
If (feature 21 <= 3.0)
If (feature 10 <= 0.0)
If (feature 3 <= 0.0)
Predict: 0.0
Else (feature 3 > 0.0)
Predict: 1.0
Else (feature 10 > 0.0)
If (feature 7 <= 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 21 > 3.0)
If (feature 6 <= 0.0)
Predict: 1.0
Else (feature 6 > 0.0)
If (feature 14 <= 0.0)
Predict: 0.0
Else (feature 14 > 0.0)
Predict: 1.0
Else (feature 9 > 0.0)
If (feature 21 <= 0.0)
Predict: 0.0
Else (feature 21 > 0.0)
If (feature 14 <= 0.0)
If (feature 2 <= 4.0)
Predict: 1.0
Else (feature 2 > 4.0)
Predict: 0.0
Else (feature 14 > 0.0)
Predict: 1.0
Else (feature 11 > 1.0)
If (feature 4 <= 3.0)
If (feature 14 <= 0.0)
Predict: 1.0
Else (feature 14 > 0.0)
If (feature 17 <= 0.0)
Predict: 0.0
Else (feature 17 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 8 > 7.0)
If (feature 16 <= 0.0)
Predict: 0.0
Else (feature 16 > 0.0)
If (feature 11 <= 0.0)
Predict: 1.0
Else (feature 11 > 0.0)
Predict: 0.0
Tree 79:
If (feature 18 <= 0.0)
If (feature 21 <= 0.0)
If (feature 1 <= 1.0)
Predict: 0.0
Else (feature 1 > 1.0)
Predict: 1.0
Else (feature 21 > 0.0)
If (feature 7 <= 0.0)
If (feature 6 <= 0.0)
Predict: 0.0
Else (feature 6 > 0.0)
If (feature 0 <= 1.0)
If (feature 19 <= 1.0)
Predict: 0.0
Else (feature 19 > 1.0)
Predict: 1.0
Else (feature 0 > 1.0)
If (feature 4 <= 2.0)
Predict: 1.0
Else (feature 4 > 2.0)
Predict: 0.0
Else (feature 7 > 0.0)
If (feature 13 <= 0.0)
If (feature 2 <= 4.0)
If (feature 4 <= 3.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 2 > 4.0)
If (feature 21 <= 2.0)
Predict: 0.0
Else (feature 21 > 2.0)
Predict: 1.0
Else (feature 13 > 0.0)
Predict: 1.0
Else (feature 18 > 0.0)
If (feature 4 <= 3.0)
If (feature 13 <= 5.0)
If (feature 12 <= 1.0)
Predict: 1.0
Else (feature 12 > 1.0)
Predict: 0.0
Else (feature 13 > 5.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 80:
If (feature 11 <= 1.0)
If (feature 3 <= 0.0)
If (feature 21 <= 1.0)
If (feature 4 <= 2.0)
If (feature 7 <= 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 4 > 2.0)
Predict: 0.0
Else (feature 21 > 1.0)
If (feature 19 <= 4.0)
If (feature 14 <= 0.0)
If (feature 7 <= 0.0)
Predict: 1.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 14 > 0.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 3 > 0.0)
If (feature 7 <= 0.0)
If (feature 21 <= 0.0)
Predict: 1.0
Else (feature 21 > 0.0)
If (feature 14 <= 1.0)
If (feature 19 <= 3.0)
Predict: 0.0
Else (feature 19 > 3.0)
Predict: 0.0
Else (feature 14 > 1.0)
Predict: 1.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 11 > 1.0)
If (feature 20 <= 1.0)
Predict: 1.0
Else (feature 20 > 1.0)
If (feature 2 <= 0.0)
If (feature 11 <= 2.0)
Predict: 0.0
Else (feature 11 > 2.0)
Predict: 1.0
Else (feature 2 > 0.0)
Predict: 0.0
Tree 81:
If (feature 19 <= 2.0)
If (feature 3 <= 0.0)
If (feature 7 <= 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 3 > 0.0)
If (feature 21 <= 1.0)
Predict: 1.0
Else (feature 21 > 1.0)
If (feature 10 <= 2.0)
Predict: 0.0
Else (feature 10 > 2.0)
Predict: 1.0
Else (feature 19 > 2.0)
If (feature 17 <= 0.0)
If (feature 4 <= 3.0)
If (feature 12 <= 1.0)
If (feature 3 <= 0.0)
Predict: 0.0
Else (feature 3 > 0.0)
Predict: 1.0
Else (feature 12 > 1.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 17 > 0.0)
If (feature 18 <= 1.0)
If (feature 6 <= 0.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 6 > 0.0)
Predict: 1.0
Else (feature 18 > 1.0)
Predict: 0.0
Tree 82:
If (feature 19 <= 2.0)
If (feature 21 <= 0.0)
If (feature 1 <= 1.0)
Predict: 0.0
Else (feature 1 > 1.0)
Predict: 1.0
Else (feature 21 > 0.0)
If (feature 7 <= 0.0)
If (feature 20 <= 0.0)
Predict: 0.0
Else (feature 20 > 0.0)
If (feature 4 <= 2.0)
If (feature 6 <= 0.0)
Predict: 0.0
Else (feature 6 > 0.0)
Predict: 1.0
Else (feature 4 > 2.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 19 > 2.0)
If (feature 6 <= 0.0)
If (feature 13 <= 4.0)
If (feature 14 <= 4.0)
If (feature 20 <= 4.0)
If (feature 2 <= 6.0)
Predict: 0.0
Else (feature 2 > 6.0)
Predict: 1.0
Else (feature 20 > 4.0)
Predict: 1.0
Else (feature 14 > 4.0)
If (feature 20 <= 3.0)
Predict: 0.0
Else (feature 20 > 3.0)
Predict: 1.0
Else (feature 13 > 4.0)
If (feature 18 <= 1.0)
Predict: 1.0
Else (feature 18 > 1.0)
Predict: 0.0
Else (feature 6 > 0.0)
If (feature 16 <= 0.0)
If (feature 20 <= 3.0)
Predict: 1.0
Else (feature 20 > 3.0)
Predict: 0.0
Else (feature 16 > 0.0)
Predict: 0.0
Tree 83:
If (feature 4 <= 3.0)
If (feature 1 <= 1.0)
If (feature 9 <= 0.0)
If (feature 14 <= 6.0)
If (feature 7 <= 0.0)
If (feature 3 <= 0.0)
Predict: 0.0
Else (feature 3 > 0.0)
Predict: 1.0
Else (feature 7 > 0.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 14 > 6.0)
Predict: 1.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 1 > 1.0)
If (feature 14 <= 4.0)
If (feature 21 <= 3.0)
If (feature 14 <= 2.0)
Predict: 1.0
Else (feature 14 > 2.0)
Predict: 0.0
Else (feature 21 > 3.0)
If (feature 18 <= 0.0)
Predict: 0.0
Else (feature 18 > 0.0)
Predict: 1.0
Else (feature 14 > 4.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 84:
If (feature 11 <= 1.0)
If (feature 20 <= 3.0)
If (feature 4 <= 3.0)
If (feature 3 <= 0.0)
If (feature 10 <= 0.0)
Predict: 0.0
Else (feature 10 > 0.0)
If (feature 2 <= 4.0)
Predict: 1.0
Else (feature 2 > 4.0)
Predict: 0.0
Else (feature 3 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 20 > 3.0)
If (feature 1 <= 2.0)
If (feature 20 <= 4.0)
Predict: 1.0
Else (feature 20 > 4.0)
If (feature 10 <= 2.0)
Predict: 0.0
Else (feature 10 > 2.0)
Predict: 1.0
Else (feature 1 > 2.0)
Predict: 0.0
Else (feature 11 > 1.0)
If (feature 4 <= 3.0)
If (feature 8 <= 3.0)
Predict: 1.0
Else (feature 8 > 3.0)
If (feature 7 <= 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 85:
If (feature 6 <= 0.0)
If (feature 8 <= 7.0)
If (feature 19 <= 1.0)
If (feature 9 <= 0.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 10 <= 1.0)
Predict: 1.0
Else (feature 10 > 1.0)
Predict: 1.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 19 > 1.0)
If (feature 10 <= 2.0)
If (feature 19 <= 3.0)
Predict: 0.0
Else (feature 19 > 3.0)
If (feature 18 <= 0.0)
Predict: 0.0
Else (feature 18 > 0.0)
Predict: 0.0
Else (feature 10 > 2.0)
If (feature 12 <= 1.0)
Predict: 1.0
Else (feature 12 > 1.0)
Predict: 0.0
Else (feature 8 > 7.0)
If (feature 16 <= 0.0)
Predict: 0.0
Else (feature 16 > 0.0)
Predict: 1.0
Else (feature 6 > 0.0)
If (feature 4 <= 3.0)
If (feature 13 <= 0.0)
If (feature 1 <= 2.0)
If (feature 20 <= 3.0)
Predict: 1.0
Else (feature 20 > 3.0)
Predict: 0.0
Else (feature 1 > 2.0)
Predict: 0.0
Else (feature 13 > 0.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 86:
If (feature 4 <= 3.0)
If (feature 7 <= 0.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 14 <= 4.0)
If (feature 12 <= 1.0)
If (feature 20 <= 4.0)
Predict: 1.0
Else (feature 20 > 4.0)
Predict: 0.0
Else (feature 12 > 1.0)
Predict: 0.0
Else (feature 14 > 4.0)
Predict: 0.0
Else (feature 7 > 0.0)
If (feature 17 <= 0.0)
Predict: 1.0
Else (feature 17 > 0.0)
If (feature 8 <= 7.0)
If (feature 10 <= 2.0)
If (feature 3 <= 0.0)
Predict: 0.0
Else (feature 3 > 0.0)
Predict: 1.0
Else (feature 10 > 2.0)
Predict: 1.0
Else (feature 8 > 7.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 87:
If (feature 19 <= 2.0)
If (feature 13 <= 0.0)
If (feature 7 <= 0.0)
If (feature 9 <= 0.0)
If (feature 10 <= 0.0)
If (feature 8 <= 2.0)
Predict: 0.0
Else (feature 8 > 2.0)
Predict: 0.0
Else (feature 10 > 0.0)
Predict: 0.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 13 > 0.0)
Predict: 1.0
Else (feature 19 > 2.0)
If (feature 9 <= 0.0)
If (feature 4 <= 3.0)
If (feature 20 <= 1.0)
Predict: 1.0
Else (feature 20 > 1.0)
If (feature 21 <= 2.0)
Predict: 0.0
Else (feature 21 > 2.0)
If (feature 12 <= 1.0)
Predict: 1.0
Else (feature 12 > 1.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 9 > 0.0)
Predict: 0.0
Tree 88:
If (feature 18 <= 0.0)
If (feature 10 <= 0.0)
If (feature 1 <= 1.0)
Predict: 0.0
Else (feature 1 > 1.0)
Predict: 1.0
Else (feature 10 > 0.0)
If (feature 7 <= 0.0)
If (feature 1 <= 2.0)
If (feature 4 <= 2.0)
Predict: 1.0
Else (feature 4 > 2.0)
Predict: 0.0
Else (feature 1 > 2.0)
Predict: 0.0
Else (feature 7 > 0.0)
If (feature 21 <= 0.0)
Predict: 0.0
Else (feature 21 > 0.0)
If (feature 19 <= 1.0)
Predict: 1.0
Else (feature 19 > 1.0)
If (feature 11 <= 1.0)
Predict: 1.0
Else (feature 11 > 1.0)
Predict: 1.0
Else (feature 18 > 0.0)
If (feature 20 <= 2.0)
Predict: 1.0
Else (feature 20 > 2.0)
If (feature 17 <= 0.0)
If (feature 4 <= 3.0)
If (feature 18 <= 1.0)
If (feature 11 <= 1.0)
Predict: 1.0
Else (feature 11 > 1.0)
Predict: 0.0
Else (feature 18 > 1.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 17 > 0.0)
If (feature 17 <= 1.0)
Predict: 1.0
Else (feature 17 > 1.0)
Predict: 0.0
Tree 89:
If (feature 11 <= 1.0)
If (feature 12 <= 2.0)
If (feature 8 <= 7.0)
If (feature 21 <= 0.0)
If (feature 1 <= 1.0)
Predict: 0.0
Else (feature 1 > 1.0)
Predict: 1.0
Else (feature 21 > 0.0)
If (feature 7 <= 0.0)
If (feature 9 <= 0.0)
Predict: 0.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 7 > 0.0)
If (feature 1 <= 0.0)
Predict: 1.0
Else (feature 1 > 0.0)
Predict: 1.0
Else (feature 8 > 7.0)
If (feature 7 <= 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
If (feature 10 <= 2.0)
Predict: 0.0
Else (feature 10 > 2.0)
Predict: 1.0
Else (feature 12 > 2.0)
If (feature 20 <= 1.0)
Predict: 1.0
Else (feature 20 > 1.0)
Predict: 0.0
Else (feature 11 > 1.0)
If (feature 18 <= 0.0)
Predict: 1.0
Else (feature 18 > 0.0)
Predict: 0.0
Tree 90:
If (feature 19 <= 2.0)
If (feature 13 <= 0.0)
If (feature 9 <= 0.0)
If (feature 10 <= 0.0)
If (feature 19 <= 0.0)
If (feature 1 <= 1.0)
Predict: 0.0
Else (feature 1 > 1.0)
Predict: 1.0
Else (feature 19 > 0.0)
Predict: 0.0
Else (feature 10 > 0.0)
If (feature 6 <= 0.0)
If (feature 7 <= 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 6 > 0.0)
Predict: 0.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 13 > 0.0)
Predict: 1.0
Else (feature 19 > 2.0)
If (feature 8 <= 7.0)
If (feature 4 <= 3.0)
If (feature 7 <= 0.0)
If (feature 18 <= 1.0)
If (feature 10 <= 2.0)
Predict: 1.0
Else (feature 10 > 2.0)
Predict: 0.0
Else (feature 18 > 1.0)
Predict: 1.0
Else (feature 7 > 0.0)
If (feature 3 <= 0.0)
If (feature 20 <= 3.0)
Predict: 0.0
Else (feature 20 > 3.0)
Predict: 1.0
Else (feature 3 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 8 > 7.0)
If (feature 5 <= 0.0)
Predict: 0.0
Else (feature 5 > 0.0)
If (feature 14 <= 7.0)
Predict: 1.0
Else (feature 14 > 7.0)
Predict: 0.0
Tree 91:
If (feature 19 <= 2.0)
If (feature 7 <= 0.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 4 <= 3.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 19 > 2.0)
If (feature 9 <= 0.0)
If (feature 4 <= 3.0)
If (feature 19 <= 4.0)
If (feature 7 <= 0.0)
If (feature 11 <= 1.0)
Predict: 1.0
Else (feature 11 > 1.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 19 > 4.0)
If (feature 19 <= 5.0)
Predict: 0.0
Else (feature 19 > 5.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 9 > 0.0)
Predict: 0.0
Tree 92:
If (feature 4 <= 3.0)
If (feature 1 <= 1.0)
If (feature 7 <= 0.0)
If (feature 21 <= 1.0)
Predict: 0.0
Else (feature 21 > 1.0)
If (feature 12 <= 1.0)
If (feature 1 <= 0.0)
Predict: 1.0
Else (feature 1 > 0.0)
Predict: 1.0
Else (feature 12 > 1.0)
Predict: 0.0
Else (feature 7 > 0.0)
If (feature 13 <= 0.0)
If (feature 21 <= 2.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 21 > 2.0)
Predict: 1.0
Else (feature 13 > 0.0)
Predict: 1.0
Else (feature 1 > 1.0)
If (feature 14 <= 2.0)
If (feature 0 <= 4.0)
If (feature 1 <= 2.0)
Predict: 1.0
Else (feature 1 > 2.0)
Predict: 0.0
Else (feature 0 > 4.0)
Predict: 0.0
Else (feature 14 > 2.0)
If (feature 11 <= 1.0)
Predict: 1.0
Else (feature 11 > 1.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 93:
If (feature 19 <= 2.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 2 <= 4.0)
If (feature 4 <= 3.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 2 > 4.0)
Predict: 0.0
Else (feature 19 > 2.0)
If (feature 13 <= 4.0)
If (feature 17 <= 0.0)
If (feature 2 <= 6.0)
If (feature 12 <= 1.0)
If (feature 14 <= 1.0)
Predict: 0.0
Else (feature 14 > 1.0)
Predict: 1.0
Else (feature 12 > 1.0)
Predict: 0.0
Else (feature 2 > 6.0)
Predict: 1.0
Else (feature 17 > 0.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 13 > 4.0)
If (feature 4 <= 3.0)
If (feature 10 <= 1.0)
Predict: 0.0
Else (feature 10 > 1.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 94:
If (feature 7 <= 0.0)
If (feature 1 <= 1.0)
If (feature 8 <= 6.0)
If (feature 19 <= 1.0)
If (feature 10 <= 0.0)
Predict: 0.0
Else (feature 10 > 0.0)
If (feature 9 <= 0.0)
Predict: 0.0
Else (feature 9 > 0.0)
Predict: 1.0
Else (feature 19 > 1.0)
If (feature 11 <= 1.0)
If (feature 3 <= 0.0)
Predict: 1.0
Else (feature 3 > 0.0)
Predict: 1.0
Else (feature 11 > 1.0)
Predict: 0.0
Else (feature 8 > 6.0)
Predict: 0.0
Else (feature 1 > 1.0)
If (feature 3 <= 0.0)
If (feature 1 <= 2.0)
Predict: 1.0
Else (feature 1 > 2.0)
Predict: 0.0
Else (feature 3 > 0.0)
If (feature 10 <= 0.0)
Predict: 1.0
Else (feature 10 > 0.0)
If (feature 21 <= 3.0)
Predict: 0.0
Else (feature 21 > 3.0)
Predict: 1.0
Else (feature 7 > 0.0)
If (feature 11 <= 1.0)
If (feature 4 <= 3.0)
If (feature 21 <= 2.0)
If (feature 19 <= 4.0)
Predict: 1.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 21 > 2.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 11 > 1.0)
If (feature 14 <= 0.0)
Predict: 1.0
Else (feature 14 > 0.0)
If (feature 4 <= 3.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 95:
If (feature 19 <= 2.0)
If (feature 7 <= 0.0)
If (feature 19 <= 1.0)
If (feature 1 <= 1.0)
If (feature 10 <= 0.0)
Predict: 0.0
Else (feature 10 > 0.0)
If (feature 6 <= 0.0)
Predict: 0.0
Else (feature 6 > 0.0)
Predict: 0.0
Else (feature 1 > 1.0)
If (feature 0 <= 0.0)
If (feature 21 <= 0.0)
Predict: 1.0
Else (feature 21 > 0.0)
Predict: 0.0
Else (feature 0 > 0.0)
Predict: 1.0
Else (feature 19 > 1.0)
Predict: 1.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 19 > 2.0)
If (feature 6 <= 0.0)
If (feature 14 <= 4.0)
If (feature 4 <= 3.0)
If (feature 19 <= 4.0)
If (feature 1 <= 1.0)
Predict: 1.0
Else (feature 1 > 1.0)
Predict: 0.0
Else (feature 19 > 4.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 14 > 4.0)
If (feature 12 <= 0.0)
Predict: 1.0
Else (feature 12 > 0.0)
Predict: 0.0
Else (feature 6 > 0.0)
If (feature 20 <= 3.0)
Predict: 1.0
Else (feature 20 > 3.0)
Predict: 0.0
Tree 96:
If (feature 4 <= 3.0)
If (feature 1 <= 1.0)
If (feature 14 <= 0.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
If (feature 21 <= 5.0)
If (feature 2 <= 4.0)
Predict: 1.0
Else (feature 2 > 4.0)
Predict: 1.0
Else (feature 21 > 5.0)
Predict: 0.0
Else (feature 14 > 0.0)
If (feature 16 <= 2.0)
If (feature 12 <= 1.0)
Predict: 1.0
Else (feature 12 > 1.0)
If (feature 13 <= 0.0)
Predict: 0.0
Else (feature 13 > 0.0)
Predict: 1.0
Else (feature 16 > 2.0)
Predict: 0.0
Else (feature 1 > 1.0)
If (feature 7 <= 0.0)
If (feature 19 <= 2.0)
Predict: 1.0
Else (feature 19 > 2.0)
If (feature 6 <= 0.0)
Predict: 0.0
Else (feature 6 > 0.0)
If (feature 0 <= 4.0)
Predict: 1.0
Else (feature 0 > 4.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Tree 97:
If (feature 11 <= 1.0)
If (feature 7 <= 0.0)
If (feature 1 <= 1.0)
If (feature 18 <= 1.0)
If (feature 14 <= 1.0)
If (feature 4 <= 2.0)
Predict: 0.0
Else (feature 4 > 2.0)
Predict: 0.0
Else (feature 14 > 1.0)
Predict: 1.0
Else (feature 18 > 1.0)
Predict: 1.0
Else (feature 1 > 1.0)
If (feature 8 <= 4.0)
If (feature 21 <= 0.0)
Predict: 1.0
Else (feature 21 > 0.0)
If (feature 8 <= 3.0)
Predict: 0.0
Else (feature 8 > 3.0)
Predict: 1.0
Else (feature 8 > 4.0)
Predict: 0.0
Else (feature 7 > 0.0)
If (feature 19 <= 1.0)
Predict: 1.0
Else (feature 19 > 1.0)
If (feature 19 <= 3.0)
Predict: 0.0
Else (feature 19 > 3.0)
If (feature 3 <= 0.0)
If (feature 10 <= 2.0)
Predict: 0.0
Else (feature 10 > 2.0)
Predict: 1.0
Else (feature 3 > 0.0)
Predict: 1.0
Else (feature 11 > 1.0)
If (feature 18 <= 0.0)
Predict: 1.0
Else (feature 18 > 0.0)
Predict: 0.0
Tree 98:
If (feature 19 <= 2.0)
If (feature 2 <= 4.0)
If (feature 10 <= 0.0)
If (feature 4 <= 0.0)
Predict: 0.0
Else (feature 4 > 0.0)
Predict: 1.0
Else (feature 10 > 0.0)
If (feature 4 <= 3.0)
Predict: 1.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 2 > 4.0)
Predict: 0.0
Else (feature 19 > 2.0)
If (feature 20 <= 4.0)
If (feature 6 <= 0.0)
If (feature 16 <= 0.0)
If (feature 2 <= 6.0)
If (feature 12 <= 2.0)
Predict: 0.0
Else (feature 12 > 2.0)
Predict: 0.0
Else (feature 2 > 6.0)
Predict: 1.0
Else (feature 16 > 0.0)
Predict: 1.0
Else (feature 6 > 0.0)
Predict: 1.0
Else (feature 20 > 4.0)
If (feature 10 <= 2.0)
Predict: 0.0
Else (feature 10 > 2.0)
Predict: 1.0
Tree 99:
If (feature 21 <= 3.0)
If (feature 19 <= 2.0)
If (feature 21 <= 0.0)
If (feature 1 <= 1.0)
Predict: 0.0
Else (feature 1 > 1.0)
Predict: 1.0
Else (feature 21 > 0.0)
If (feature 7 <= 0.0)
If (feature 3 <= 0.0)
If (feature 6 <= 0.0)
Predict: 0.0
Else (feature 6 > 0.0)
Predict: 1.0
Else (feature 3 > 0.0)
Predict: 0.0
Else (feature 7 > 0.0)
Predict: 1.0
Else (feature 19 > 2.0)
If (feature 17 <= 0.0)
If (feature 4 <= 3.0)
If (feature 11 <= 0.0)
Predict: 1.0
Else (feature 11 > 0.0)
Predict: 0.0
Else (feature 4 > 3.0)
Predict: 0.0
Else (feature 17 > 0.0)
If (feature 10 <= 2.0)
If (feature 13 <= 0.0)
Predict: 0.0
Else (feature 13 > 0.0)
If (feature 17 <= 1.0)
Predict: 1.0
Else (feature 17 > 1.0)
Predict: 0.0
Else (feature 10 > 2.0)
Predict: 1.0
Else (feature 21 > 3.0)
If (feature 13 <= 4.0)
If (feature 17 <= 0.0)
If (feature 8 <= 4.0)
If (feature 19 <= 1.0)
Predict: 1.0
Else (feature 19 > 1.0)
If (feature 7 <= 0.0)
Predict: 1.0
Else (feature 7 > 0.0)
Predict: 0.0
Else (feature 8 > 4.0)
Predict: 0.0
Else (feature 17 > 0.0)
Predict: 1.0
Else (feature 13 > 4.0)
If (feature 12 <= 0.0)
Predict: 1.0
Else (feature 12 > 0.0)
Predict: 0.0


In [ ]: