二分类分类器大多可以用来进行开展多分类的问题，这篇以决策树为例来介绍Spark里MLlib的多分类问题实例，在这一篇中使用的评价指标是Accuracy。
第一步：导入库函数
import sys
from time import time
import pandas as pd
import matplotlib.pyplot as plt
from pyspark import SparkConf, SparkContext
from pyspark.mllib.tree import DecisionTree
from pyspark.mllib.regression import LabeledPoint
from pyspark.mllib.evaluation import MulticlassMetrics
第二步：数据准备
def get_mapping(rdd, idx):
return rdd.map(lambda fields: fields[idx]).distinct().zipWithIndex().collectAsMap()
def extract_label(record):
label=(record[-1])
return float(label)-1
def convert_float(x):
return (0 if x=="?" else float(x))
def extract_features(record,featureEnd):
numericalFeatures=[convert_float(field) for field in record[0: featureEnd]]
return numericalFeatures
def PrepareData(sc):
print("Data loading...")
rawData = sc.textFile(Path+"data/covtype.data")
print("The number of data:" + str(rawData.count()))
lines = rawData.map(lambda x: x.split(","))
labelpointRDD = lines.map(lambda r: LabeledPoint(
extract_label(r),
extract_features(r,len(r) - 1)))
(trainData, validationData, testData) = labelpointRDD.randomSplit([8, 1, 1])
print("trainData:" + str(trainData.count())+\
"validationData:" + str(validationData.count()) +\
"testData:" + str(testData.count()))
print(labelpointRDD.first())
return (trainData, validationData, testData)
第三步：对模型进行训练
def PredictData(sc,model):
rawData = sc.textFile(Path+"data/covtype.data")
print("The number of data:" + str(rawData.count()))
print("RDD...")
lines = rawData.map(lambda x: x.split(","))
labelpointRDD = lines.map(lambda r: LabeledPoint(
extract_label(r), extract_features(r,len(r) - 1)))
for lp in labelpointRDD.take(100):
predict = model.predict(lp.features)
label=lp.label
features=lp.features
result = ("True" if (label == predict) else "False")
print("Elevation:" + str(features[0]) +
"Aspect:" + str(features[1]) +
"Slope:" + str(features[2]) +
"Vertical_Distance_To_Hydrology:" + str(features[3]) +
"Horizontal_Distance_To_Roadways:" + str(features[4]) +
"Hillshade_9am:" + str(features[5]) +
"Predict:" + str(predict) +
"Actual:" + str(label) + "Result:" + result)
第四步：对模型进行评估（使用Accuracy）进行评估
def evaluateModel(model, validationData):
score = model.predict(validationData.map(lambda p: p.features))
scoreAndLabels=score.zip(validationData.map(lambda p: p.label))
metrics = MulticlassMetrics(scoreAndLabels)
accuracy = metrics.accuracy
return( accuracy)
def trainEvaluateModel(trainData,validationData,
impurityParm, maxDepthParm, maxBinsParm):
startTime = time()
model = DecisionTree.trainClassifier(trainData,\
numClasses=7, categoricalFeaturesInfo={}, \
impurity=impurityParm,
maxDepth=maxDepthParm,
maxBins=maxBinsParm)
accuracy = evaluateModel(model, validationData)
duration = time() - startTime
print ( " impurityParm= %s"%impurityParm+ \
" maxDepthParm= %s"%maxDepthParm+ \
" maxBinsParm = %d."%maxBinsParm + \
"Time=%d"%duration + \
" Accuracy = %f " % accuracy )
return (accuracy,duration, impurityParm, maxDepthParm, maxBinsParm,model)
def evalParameter(trainData, validationData, evaparm,impurityList, maxDepthList, maxBinsList):
metrics = [trainEvaluateModel(trainData, validationData, impurity,numIter, maxBins )
for impurity in impurityList for numIter in maxDepthList for maxBins in maxBinsList ]
if evaparm=="impurity":
IndexList=impurityList[:]
elif evaparm=="maxDepth":
IndexList=maxDepthList[:]
elif evaparm=="maxBins":
IndexList=maxBinsList[:]
df = pd.DataFrame(metrics,index=IndexList,
columns=['accuracy', 'duration','impurity', 'maxDepth', 'maxBins','model'])
showchart(df,evaparm,'accuracy','duration',0.6,1.0 )
def showchart(df,evalparm ,barData,lineData,yMin,yMax):
ax = df[barData].plot(kind='bar', titl =evalparm,figsize=(10,6),legend=True, fontsize=12)
ax.set_xlabel(evalparm,fontsize=12)
ax.set_ylim([yMin,yMax])
ax.set_ylabel(barData,fontsize=12)
ax2 = ax.twinx()
ax2.plot(df[[lineData ]].values, linestyle='-', marker='o', linewidth=2.0,color='r')
plt.show()
def evalAllParameter(training_RDD, validation_RDD, impurityList, maxDepthList, maxBinsList):
metrics = [trainEvaluateModel(trainData, validationData, impurity,numIter, maxBins )
for impurity in impurityList for numIter in maxDepthList for maxBins in maxBinsList ]
Smetrics = sorted(metrics, key=lambda k: k[0], reverse=True)
bestParameter=Smetrics[0]
print("Best parameter: impurity:" + str(bestParameter[2]) +
" ,maxDepth:" + str(bestParameter[3]) +
" ,maxBins:" + str(bestParameter[4]) +
" ,Accuracy = " + str(bestParameter[0]))
return bestParameter[5]
def parametersEval(training_RDD, validation_RDD):
print("Impurity")
evalParameter(trainData, validationData,"impurity",
impurityList=["gini", "entropy"],
maxDepthList=[10],
maxBinsList=[10 ])
print("MaxDepth")
evalParameter(trainData, validationData,"maxDepth",
impurityList=["gini"],
maxDepthList=[3, 5, 10, 15, 20, 25],
maxBinsList=[10])
print("MaxBins")
evalParameter(trainData, validationData,"maxBins",
impurityList=["gini"],
maxDepthList =[10],
maxBinsList=[3, 5, 10, 50, 100, 200 ])
第五步：Spark相关设置
def SetLogger( sc ):
logger = sc._jvm.org.apache.log4j
logger.LogManager.getLogger("org"). setLevel( logger.Level.ERROR )
logger.LogManager.getLogger("akka").setLevel( logger.Level.ERROR )
logger.LogManager.getRootLogger().setLevel(logger.Level.ERROR)
def SetPath(sc):
global Path
if sc.master[0:5]=="local" :
Path="file:/home/jorlinlee/pythonsparkexample/PythonProject/"
else:
Path="hdfs://master:9000/user/jorlinlee/"
def CreateSparkContext():
sparkConf = SparkConf() \
.setAppName("MDT") \
.set("spark.ui.showConsoleProgress", "false")
sc = SparkContext(conf = sparkConf)
print ("master="+sc.master)
SetLogger(sc)
SetPath(sc)
return (sc)
sc.stop()
第六步：运行主程序
if __name__ == "__main__":
print("MDT")
sc=CreateSparkContext()
print("Preparing")
(trainData, validationData, testData) =PrepareData(sc)
trainData.persist(); validationData.persist(); testData.persist()
print("Evaluating")
(AUC,duration, impurityParm, maxDepthParm, maxBinsParm,model)= \
trainEvaluateModel(trainData, validationData, "entropy", 15,50)
if (len(sys.argv) == 2) and (sys.argv[1]=="-e"):
parametersEval(trainData, validationData)
elif (len(sys.argv) == 2) and (sys.argv[1]=="-a"):
print("Best parameters")
model=evalAllParameter(trainData, validationData,
["gini", "entropy"],
[3, 5, 10, 15],
[3, 5, 10, 50 ])
print("Test")
accuracy = evaluateModel(model, testData)
print("Accuracy:" + str(accuracy))
print("Predict")
PredictData(sc, model)
结果：
Elevation:2596.0Aspect:51.0Slope:3.0Vertical_Distance_To_Hydrology:258.0Horizontal_Distance_To_Roadways:0.0Hillshade_9am:510.0Predict:4.0Actual:4.0Result:True
Elevation:2590.0Aspect:56.0Slope:2.0Vertical_Distance_To_Hydrology:212.0Horizontal_Distance_To_Roadways:-6.0Hillshade_9am:390.0Predict:4.0Actual:4.0Result:True
Elevation:2804.0Aspect:139.0Slope:9.0Vertical_Distance_To_Hydrology:268.0Horizontal_Distance_To_Roadways:65.0Hillshade_9am:3180.0Predict:1.0Actual:1.0Result:True
Elevation:2785.0Aspect:155.0Slope:18.0Vertical_Distance_To_Hydrology:242.0Horizontal_Distance_To_Roadways:118.0Hillshade_9am:3090.0Predict:1.0Actual:1.0Result:True
Elevation:2595.0Aspect:45.0Slope:2.0Vertical_Distance_To_Hydrology:153.0Horizontal_Distance_To_Roadways:-1.0Hillshade_9am:391.0Predict:4.0Actual:4.0Result:True
Elevation:2579.0Aspect:132.0Slope:6.0Vertical_Distance_To_Hydrology:300.0Horizontal_Distance_To_Roadways:-15.0Hillshade_9am:67.0Predict:1.0Actual:1.0Result:True
Elevation:2606.0Aspect:45.0Slope:7.0Vertical_Distance_To_Hydrology:270.0Horizontal_Distance_To_Roadways:5.0Hillshade_9am:633.0Predict:4.0Actual:4.0Result:True
Elevation:2605.0Aspect:49.0Slope:4.0Vertical_Distance_To_Hydrology:234.0Horizontal_Distance_To_Roadways:7.0Hillshade_9am:573.0Predict:4.0Actual:4.0Result:True
Elevation:2617.0Aspect:45.0Slope:9.0Vertical_Distance_To_Hydrology:240.0Horizontal_Distance_To_Roadways:56.0Hillshade_9am:666.0Predict:1.0Actual:4.0Result:False
Elevation:2612.0Aspect:59.0Slope:10.0Vertical_Distance_To_Hydrology:247.0Horizontal_Distance_To_Roadways:11.0Hillshade_9am:636.0Predict:4.0Actual:4.0Result:True
Elevation:2612.0Aspect:201.0Slope:4.0Vertical_Distance_To_Hydrology:180.0Horizontal_Distance_To_Roadways:51.0Hillshade_9am:735.0Predict:1.0Actual:4.0Result:False
Elevation:2886.0Aspect:151.0Slope:11.0Vertical_Distance_To_Hydrology:371.0Horizontal_Distance_To_Roadways:26.0Hillshade_9am:5253.0Predict:1.0Actual:1.0Result:True
Elevation:2742.0Aspect:134.0Slope:22.0Vertical_Distance_To_Hydrology:150.0Horizontal_Distance_To_Roadways:69.0Hillshade_9am:3215.0Predict:1.0Actual:1.0Result:True
Elevation:2609.0Aspect:214.0Slope:7.0Vertical_Distance_To_Hydrology:150.0Horizontal_Distance_To_Roadways:46.0Hillshade_9am:771.0Predict:1.0Actual:4.0Result:False
Elevation:2503.0Aspect:157.0Slope:4.0Vertical_Distance_To_Hydrology:67.0Horizontal_Distance_To_Roadways:4.0Hillshade_9am:674.0Predict:1.0Actual:4.0Result:False
Elevation:2495.0Aspect:51.0Slope:7.0Vertical_Distance_To_Hydrology:42.0Horizontal_Distance_To_Roadways:2.0Hillshade_9am:752.0Predict:4.0Actual:4.0Result:True
Elevation:2610.0Aspect:259.0Slope:1.0Vertical_Distance_To_Hydrology:120.0Horizontal_Distance_To_Roadways:-1.0Hillshade_9am:607.0Predict:1.0Actual:4.0Result:False
Elevation:2517.0Aspect:72.0Slope:7.0Vertical_Distance_To_Hydrology:85.0Horizontal_Distance_To_Roadways:6.0Hillshade_9am:595.0Predict:4.0Actual:4.0Result:True
Elevation:2504.0Aspect:0.0Slope:4.0Vertical_Distance_To_Hydrology:95.0Horizontal_Distance_To_Roadways:5.0Hillshade_9am:691.0Predict:4.0Actual:4.0Result:True
Elevation:2503.0Aspect:38.0Slope:5.0Vertical_Distance_To_Hydrology:85.0Horizontal_Distance_To_Roadways:10.0Hillshade_9am:741.0Predict:4.0Actual:4.0Result:True
Elevation:2501.0Aspect:71.0Slope:9.0Vertical_Distance_To_Hydrology:60.0Horizontal_Distance_To_Roadways:8.0Hillshade_9am:767.0Predict:4.0Actual:4.0Result:True
Elevation:2880.0Aspect:209.0Slope:17.0Vertical_Distance_To_Hydrology:216.0Horizontal_Distance_To_Roadways:30.0Hillshade_9am:4986.0Predict:1.0Actual:1.0Result:True
Elevation:2768.0Aspect:114.0Slope:23.0Vertical_Distance_To_Hydrology:192.0Horizontal_Distance_To_Roadways:82.0Hillshade_9am:3339.0Predict:4.0Actual:4.0Result:True
Elevation:2511.0Aspect:54.0Slope:8.0Vertical_Distance_To_Hydrology:124.0Horizontal_Distance_To_Roadways:0.0Hillshade_9am:638.0Predict:4.0Actual:4.0Result:True
Elevation:2507.0Aspect:22.0Slope:9.0Vertical_Distance_To_Hydrology:120.0Horizontal_Distance_To_Roadways:14.0Hillshade_9am:732.0Predict:1.0Actual:4.0Result:False
Elevation:2492.0Aspect:135.0Slope:6.0Vertical_Distance_To_Hydrology:0.0Horizontal_Distance_To_Roadways:0.0Hillshade_9am:860.0Predict:4.0Actual:4.0Result:True
Elevation:2489.0Aspect:163.0Slope:10.0Vertical_Distance_To_Hydrology:30.0Horizontal_Distance_To_Roadways:-4.0Hillshade_9am:849.0Predict:4.0Actual:4.0Result:True
Elevation:2962.0Aspect:148.0Slope:16.0Vertical_Distance_To_Hydrology:323.0Horizontal_Distance_To_Roadways:23.0Hillshade_9am:5916.0Predict:1.0Actual:1.0Result:True
Elevation:2811.0Aspect:135.0Slope:1.0Vertical_Distance_To_Hydrology:212.0Horizontal_Distance_To_Roadways:30.0Hillshade_9am:3670.0Predict:1.0Actual:1.0Result:True
Elevation:2739.0Aspect:117.0Slope:24.0Vertical_Distance_To_Hydrology:127.0Horizontal_Distance_To_Roadways:53.0Hillshade_9am:3281.0Predict:4.0Actual:4.0Result:True
Elevation:2703.0Aspect:122.0Slope:30.0Vertical_Distance_To_Hydrology:67.0Horizontal_Distance_To_Roadways:27.0Hillshade_9am:3191.0Predict:4.0Actual:4.0Result:True
Elevation:2522.0Aspect:105.0Slope:7.0Vertical_Distance_To_Hydrology:120.0Horizontal_Distance_To_Roadways:1.0Hillshade_9am:595.0Predict:4.0Actual:4.0Result:True
Elevation:2519.0Aspect:102.0Slope:6.0Vertical_Distance_To_Hydrology:124.0Horizontal_Distance_To_Roadways:4.0Hillshade_9am:616.0Predict:4.0Actual:4.0Result:True
Elevation:2516.0Aspect:23.0Slope:6.0Vertical_Distance_To_Hydrology:150.0Horizontal_Distance_To_Roadways:4.0Hillshade_9am:658.0Predict:4.0Actual:4.0Result:True
Elevation:2515.0Aspect:41.0Slope:9.0Vertical_Distance_To_Hydrology:162.0Horizontal_Distance_To_Roadways:4.0Hillshade_9am:680.0Predict:4.0Actual:4.0Result:True
Elevation:2900.0Aspect:45.0Slope:19.0Vertical_Distance_To_Hydrology:242.0Horizontal_Distance_To_Roadways:20.0Hillshade_9am:5199.0Predict:1.0Actual:1.0Result:True
Elevation:2709.0Aspect:125.0Slope:28.0Vertical_Distance_To_Hydrology:67.0Horizontal_Distance_To_Roadways:23.0Hillshade_9am:3224.0Predict:4.0Actual:4.0Result:True
Elevation:2511.0Aspect:92.0Slope:7.0Vertical_Distance_To_Hydrology:182.0Horizontal_Distance_To_Roadways:18.0Hillshade_9am:722.0Predict:4.0Actual:4.0Result:True
Elevation:2749.0Aspect:98.0Slope:30.0Vertical_Distance_To_Hydrology:124.0Horizontal_Distance_To_Roadways:53.0Hillshade_9am:3316.0Predict:4.0Actual:4.0Result:True
Elevation:2686.0Aspect:354.0Slope:12.0Vertical_Distance_To_Hydrology:0.0Horizontal_Distance_To_Roadways:0.0Hillshade_9am:3167.0Predict:4.0Actual:4.0Result:True
Elevation:2699.0Aspect:347.0Slope:3.0Vertical_Distance_To_Hydrology:0.0Horizontal_Distance_To_Roadways:0.0Hillshade_9am:2096.0Predict:0.0Actual:0.0Result:True
Elevation:2570.0Aspect:346.0Slope:2.0Vertical_Distance_To_Hydrology:0.0Horizontal_Distance_To_Roadways:0.0Hillshade_9am:331.0Predict:1.0Actual:1.0Result:True
Elevation:2533.0Aspect:71.0Slope:9.0Vertical_Distance_To_Hydrology:150.0Horizontal_Distance_To_Roadways:-3.0Hillshade_9am:577.0Predict:4.0Actual:4.0Result:True
Elevation:2703.0Aspect:330.0Slope:27.0Vertical_Distance_To_Hydrology:30.0Horizontal_Distance_To_Roadways:17.0Hillshade_9am:3141.0Predict:4.0Actual:4.0Result:True
Elevation:2678.0Aspect:128.0Slope:5.0Vertical_Distance_To_Hydrology:95.0Horizontal_Distance_To_Roadways:23.0Hillshade_9am:1660.0Predict:1.0Actual:1.0Result:True
Elevation:2529.0Aspect:68.0Slope:8.0Vertical_Distance_To_Hydrology:210.0Horizontal_Distance_To_Roadways:-5.0Hillshade_9am:666.0Predict:4.0Actual:4.0Result:True
Elevation:2524.0Aspect:94.0Slope:7.0Vertical_Distance_To_Hydrology:212.0Horizontal_Distance_To_Roadways:-4.0Hillshade_9am:684.0Predict:1.0Actual:4.0Result:False
Elevation:2536.0Aspect:99.0Slope:6.0Vertical_Distance_To_Hydrology:234.0Horizontal_Distance_To_Roadways:0.0Hillshade_9am:659.0Predict:1.0Actual:4.0Result:False
Elevation:2498.0Aspect:66.0Slope:6.0Vertical_Distance_To_Hydrology:95.0Horizontal_Distance_To_Roadways:7.0Hillshade_9am:900.0Predict:4.0Actual:4.0Result:True
Elevation:2489.0Aspect:100.0Slope:7.0Vertical_Distance_To_Hydrology:85.0Horizontal_Distance_To_Roadways:13.0Hillshade_9am:810.0Predict:4.0Actual:4.0Result:True
Elevation:2713.0Aspect:117.0Slope:30.0Vertical_Distance_To_Hydrology:60.0Horizontal_Distance_To_Roadways:17.0Hillshade_9am:3297.0Predict:1.0Actual:4.0Result:False
Elevation:2739.0Aspect:323.0Slope:25.0Vertical_Distance_To_Hydrology:85.0Horizontal_Distance_To_Roadways:43.0Hillshade_9am:3118.0Predict:0.0Actual:0.0Result:True
Elevation:2696.0Aspect:72.0Slope:2.0Vertical_Distance_To_Hydrology:30.0Horizontal_Distance_To_Roadways:0.0Hillshade_9am:3271.0Predict:0.0Actual:0.0Result:True
Elevation:2510.0Aspect:79.0Slope:14.0Vertical_Distance_To_Hydrology:192.0Horizontal_Distance_To_Roadways:19.0Hillshade_9am:891.0Predict:4.0Actual:4.0Result:True
Elevation:2502.0Aspect:81.0Slope:7.0Vertical_Distance_To_Hydrology:175.0Horizontal_Distance_To_Roadways:11.0Hillshade_9am:912.0Predict:4.0Actual:4.0Result:True
Elevation:2722.0Aspect:315.0Slope:24.0Vertical_Distance_To_Hydrology:30.0Horizontal_Distance_To_Roadways:19.0Hillshade_9am:3216.0Predict:0.0Actual:0.0Result:True
Elevation:2500.0Aspect:74.0Slope:11.0Vertical_Distance_To_Hydrology:190.0Horizontal_Distance_To_Roadways:9.0Hillshade_9am:930.0Predict:4.0Actual:4.0Result:True
Elevation:2486.0Aspect:68.0Slope:5.0Vertical_Distance_To_Hydrology:180.0Horizontal_Distance_To_Roadways:-4.0Hillshade_9am:870.0Predict:4.0Actual:4.0Result:True
Elevation:2489.0Aspect:11.0Slope:4.0Vertical_Distance_To_Hydrology:175.0Horizontal_Distance_To_Roadways:13.0Hillshade_9am:840.0Predict:4.0Actual:4.0Result:True
Elevation:2489.0Aspect:42.0Slope:6.0Vertical_Distance_To_Hydrology:162.0Horizontal_Distance_To_Roadways:13.0Hillshade_9am:810.0Predict:4.0Actual:4.0Result:True
Elevation:2490.0Aspect:75.0Slope:5.0Vertical_Distance_To_Hydrology:134.0Horizontal_Distance_To_Roadways:17.0Hillshade_9am:810.0Predict:4.0Actual:4.0Result:True
Elevation:2952.0Aspect:107.0Slope:11.0Vertical_Distance_To_Hydrology:42.0Horizontal_Distance_To_Roadways:7.0Hillshade_9am:5845.0Predict:1.0Actual:1.0Result:True
Elevation:2705.0Aspect:90.0Slope:8.0Vertical_Distance_To_Hydrology:134.0Horizontal_Distance_To_Roadways:22.0Hillshade_9am:2023.0Predict:1.0Actual:1.0Result:True
Elevation:2507.0Aspect:40.0Slope:7.0Vertical_Distance_To_Hydrology:153.0Horizontal_Distance_To_Roadways:10.0Hillshade_9am:930.0Predict:4.0Actual:4.0Result:True
Elevation:2500.0Aspect:49.0Slope:14.0Vertical_Distance_To_Hydrology:150.0Horizontal_Distance_To_Roadways:27.0Hillshade_9am:870.0Predict:1.0Actual:4.0Result:False
Elevation:2493.0Aspect:63.0Slope:10.0Vertical_Distance_To_Hydrology:127.0Horizontal_Distance_To_Roadways:20.0Hillshade_9am:840.0Predict:1.0Actual:4.0Result:False
Elevation:2509.0Aspect:59.0Slope:7.0Vertical_Distance_To_Hydrology:134.0Horizontal_Distance_To_Roadways:10.0Hillshade_9am:900.0Predict:1.0Actual:4.0Result:False
Elevation:2919.0Aspect:13.0Slope:13.0Vertical_Distance_To_Hydrology:90.0Horizontal_Distance_To_Roadways:6.0Hillshade_9am:5321.0Predict:1.0Actual:0.0Result:False
Elevation:2740.0Aspect:54.0Slope:6.0Vertical_Distance_To_Hydrology:218.0Horizontal_Distance_To_Roadways:42.0Hillshade_9am:2287.0Predict:1.0Actual:1.0Result:True
Elevation:2640.0Aspect:80.0Slope:8.0Vertical_Distance_To_Hydrology:180.0Horizontal_Distance_To_Roadways:-2.0Hillshade_9am:1092.0Predict:1.0Actual:1.0Result:True
Elevation:2843.0Aspect:166.0Slope:12.0Vertical_Distance_To_Hydrology:242.0Horizontal_Distance_To_Roadways:53.0Hillshade_9am:4434.0Predict:1.0Actual:1.0Result:True
Elevation:3008.0Aspect:45.0Slope:14.0Vertical_Distance_To_Hydrology:277.0Horizontal_Distance_To_Roadways:10.0Hillshade_9am:6371.0Predict:1.0Actual:1.0Result:True
Elevation:2893.0Aspect:114.0Slope:16.0Vertical_Distance_To_Hydrology:108.0Horizontal_Distance_To_Roadways:30.0Hillshade_9am:5066.0Predict:1.0Actual:1.0Result:True
Elevation:2850.0Aspect:6.0Slope:9.0Vertical_Distance_To_Hydrology:0.0Horizontal_Distance_To_Roadways:0.0Hillshade_9am:4858.0Predict:1.0Actual:1.0Result:True
Elevation:2628.0Aspect:30.0Slope:10.0Vertical_Distance_To_Hydrology:240.0Horizontal_Distance_To_Roadways:19.0Hillshade_9am:960.0Predict:1.0Actual:1.0Result:True
Elevation:2864.0Aspect:118.0Slope:18.0Vertical_Distance_To_Hydrology:201.0Horizontal_Distance_To_Roadways:74.0Hillshade_9am:4567.0Predict:1.0Actual:1.0Result:True
Elevation:2827.0Aspect:160.0Slope:28.0Vertical_Distance_To_Hydrology:134.0Horizontal_Distance_To_Roadways:65.0Hillshade_9am:3948.0Predict:1.0Actual:1.0Result:True
Elevation:2529.0Aspect:326.0Slope:5.0Vertical_Distance_To_Hydrology:30.0Horizontal_Distance_To_Roadways:14.0Hillshade_9am:1062.0Predict:1.0Actual:1.0Result:True
Elevation:2808.0Aspect:99.0Slope:7.0Vertical_Distance_To_Hydrology:382.0Horizontal_Distance_To_Roadways:95.0Hillshade_9am:3107.0Predict:0.0Actual:0.0Result:True
Elevation:2840.0Aspect:153.0Slope:26.0Vertical_Distance_To_Hydrology:134.0Horizontal_Distance_To_Roadways:42.0Hillshade_9am:4613.0Predict:1.0Actual:1.0Result:True
Elevation:2795.0Aspect:79.0Slope:10.0Vertical_Distance_To_Hydrology:531.0Horizontal_Distance_To_Roadways:96.0Hillshade_9am:2980.0Predict:0.0Actual:0.0Result:True
Elevation:2746.0Aspect:143.0Slope:16.0Vertical_Distance_To_Hydrology:67.0Horizontal_Distance_To_Roadways:22.0Hillshade_9am:2440.0Predict:1.0Actual:1.0Result:True
Elevation:2847.0Aspect:352.0Slope:26.0Vertical_Distance_To_Hydrology:150.0Horizontal_Distance_To_Roadways:82.0Hillshade_9am:3697.0Predict:0.0Actual:0.0Result:True
Elevation:2840.0Aspect:14.0Slope:14.0Vertical_Distance_To_Hydrology:216.0Horizontal_Distance_To_Roadways:88.0Hillshade_9am:3552.0Predict:0.0Actual:0.0Result:True
Elevation:2537.0Aspect:42.0Slope:7.0Vertical_Distance_To_Hydrology:210.0Horizontal_Distance_To_Roadways:17.0Hillshade_9am:1132.0Predict:1.0Actual:1.0Result:True
Elevation:2860.0Aspect:358.0Slope:17.0Vertical_Distance_To_Hydrology:175.0Horizontal_Distance_To_Roadways:98.0Hillshade_9am:3705.0Predict:0.0Actual:0.0Result:True
Elevation:2818.0Aspect:332.0Slope:26.0Vertical_Distance_To_Hydrology:30.0Horizontal_Distance_To_Roadways:17.0Hillshade_9am:4526.0Predict:1.0Actual:1.0Result:True
Elevation:2801.0Aspect:18.0Slope:7.0Vertical_Distance_To_Hydrology:560.0Horizontal_Distance_To_Roadways:58.0Hillshade_9am:3084.0Predict:1.0Actual:1.0Result:True
Elevation:2791.0Aspect:63.0Slope:10.0Vertical_Distance_To_Hydrology:418.0Horizontal_Distance_To_Roadways:48.0Hillshade_9am:2942.0Predict:1.0Actual:1.0Result:True
Elevation:2745.0Aspect:306.0Slope:11.0Vertical_Distance_To_Hydrology:67.0Horizontal_Distance_To_Roadways:24.0Hillshade_9am:2416.0Predict:1.0Actual:1.0Result:True
Elevation:2514.0Aspect:102.0Slope:6.0Vertical_Distance_To_Hydrology:272.0Horizontal_Distance_To_Roadways:-5.0Hillshade_9am:1082.0Predict:1.0Actual:1.0Result:True
Elevation:2788.0Aspect:13.0Slope:16.0Vertical_Distance_To_Hydrology:30.0Horizontal_Distance_To_Roadways:8.0Hillshade_9am:4126.0Predict:1.0Actual:1.0Result:True
Elevation:2562.0Aspect:354.0Slope:12.0Vertical_Distance_To_Hydrology:67.0Horizontal_Distance_To_Roadways:9.0Hillshade_9am:1057.0Predict:1.0Actual:1.0Result:True
Elevation:3073.0Aspect:173.0Slope:12.0Vertical_Distance_To_Hydrology:108.0Horizontal_Distance_To_Roadways:-3.0Hillshade_9am:6836.0Predict:1.0Actual:1.0Result:True
Elevation:2978.0Aspect:71.0Slope:10.0Vertical_Distance_To_Hydrology:426.0Horizontal_Distance_To_Roadways:85.0Hillshade_9am:5742.0Predict:1.0Actual:1.0Result:True
Elevation:2860.0Aspect:31.0Slope:10.0Vertical_Distance_To_Hydrology:295.0Horizontal_Distance_To_Roadways:98.0Hillshade_9am:3644.0Predict:0.0Actual:0.0Result:True
Elevation:3067.0Aspect:164.0Slope:11.0Vertical_Distance_To_Hydrology:85.0Horizontal_Distance_To_Roadways:7.0Hillshade_9am:6811.0Predict:1.0Actual:1.0Result:True
Elevation:2804.0Aspect:72.0Slope:5.0Vertical_Distance_To_Hydrology:543.0Horizontal_Distance_To_Roadways:61.0Hillshade_9am:3115.0Predict:1.0Actual:1.0Result:True
Elevation:2562.0Aspect:59.0Slope:3.0Vertical_Distance_To_Hydrology:0.0Horizontal_Distance_To_Roadways:0.0Hillshade_9am:1116.0Predict:1.0Actual:1.0Result:True
Elevation:2567.0Aspect:34.0Slope:9.0Vertical_Distance_To_Hydrology:190.0Horizontal_Distance_To_Roadways:16.0Hillshade_9am:1136.0Predict:1.0Actual:1.0Result:True