In [1]:

    

# 設定Spark
import os
import sys
# SPARK_HOME="/opt/spark-1.4.1-bin-hadoop2.6"
# os.environ["SPARK_HOME"] = SPARK_HOME
# sys.path.append(os.path.join(SPARK_HOME, 'python'))
# sys.path.append(os.path.join(SPARK_HOME, 'python/lib/py4j-0.8.2.1-src.zip'))
#----
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
%matplotlib inline
import seaborn as sns
sns.set(rc={"figure.figsize": (14, 5)},palette=sns.color_palette("Set1", 2))
from pyspark.sql.types import *
from pyspark.sql.functions import *
from pyspark.ml.feature import *
from pyspark.ml.classification import *
from pyspark.ml.param import *
from pyspark.ml import *
# from pyspark import HiveContext
# ctx = HiveContext(sc)
ctx=sqlContext


    

In [12]:

    

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panda_df = pd.read_json(j)
df=ctx.createDataFrame(panda_df)
df=df.withColumn('spam2',df['spam'].astype(DoubleType())).drop('spam').withColumnRenamed('spam2','spam')  # 1.4 bug
df=df.withColumn('post_at2',(df['post_at']/1000000000).astype(LongType())).drop('post_at').withColumnRenamed('post_at2','post_at')  # 1.4 bug
df.printSchema()


    

    




root
 |-- category: string (nullable = true)
 |-- comment_count: long (nullable = true)
 |-- comment_ids: array (nullable = true)
 |    |-- element: string (containsNull = true)
 |-- hits: long (nullable = true)
 |-- tags: array (nullable = true)
 |    |-- element: string (containsNull = true)
 |-- title: string (nullable = true)
 |-- spam: double (nullable = true)
 |-- post_at: long (nullable = true)

In [13]:

    

# 觀察table內的數值
df.select('category','comment_count','hits','post_at','title','spam').show(2)


    

    




+--------+-------------+----+----------+--------------------+----+
|category|comment_count|hits|   post_at|               title|spam|
+--------+-------------+----+----------+--------------------+----+
|    時尚流行|            0|   0|1427897290|LACOSTE 2013 春夏新品預覽會| 1.0|
|     汽機車|            0| 445|1428297431|     VIRAGE 引擎抖動、不順!| 0.0|
+--------+-------------+----+----------+--------------------+----+

In [14]:

    

df.select('post_at','spam').show(3)


    

    




+----------+----+
|   post_at|spam|
+----------+----+
|1427897290| 1.0|
|1428297431| 0.0|
|1428749080| 1.0|
+----------+----+

In [15]:

    

from datetime import datetime,tzinfo,timedelta
# 定義把utc時間轉成當天小時時間的function
get_hour = lambda x: (datetime.utcfromtimestamp(float(x)) + timedelta(hours=8)).hour 
# 定義SQL UDF
hourOfDay = udf(get_hour, IntegerType())


    

In [16]:

    

df_hour=(df.withColumn('hour',hourOfDay(df['post_at'])) # 使用上述定義的UDF，增加hour欄位
            .groupBy('spam','hour')                     # group by (spam , hour) 
            .agg(count('*').alias('count'))             # 計算每個group內的數量並且命名為 'count' 
            .orderBy(asc('hour')))                      # 照時間順序排序結果
            
df_hour.printSchema()


    

    




root
 |-- spam: double (nullable = true)
 |-- hour: integer (nullable = true)
 |-- count: long (nullable = false)

In [17]:

    

# spark dataframe轉成pandas dataframe
pandas_df = df_hour.toPandas() 
# 轉一下格式方便畫圖
pandas_df = pandas_df.pivot_table(index='hour',columns='spam',values='count') 
pandas_df.set_axis(1,['not spam','spam'])
# 使用pandas畫圖
ax=pandas_df.plot(kind='bar') 
ax.set_title('count by hour')
ax.set_ylabel('count')
ax.set_xlabel('hour')


    

    
Out[17]:





<matplotlib.text.Text at 0x7f4a8cea5110>






    

In [18]:

    

# 加入時間特徵
df_ml = df.withColumn('hour',hourOfDay(df['post_at']).astype(DoubleType()))


    

In [19]:

    

# 發文時間編碼
hour_encoder = OneHotEncoder(inputCol="hour", outputCol="hour_code")  

# 結合所有特徵
assembler = VectorAssembler(inputCols=["hour_code","hits",'comment_count'], outputCol="features")

# 分類器
log_regressor = LogisticRegression(featuresCol="features",labelCol="spam")

#機器學習管線
pipeline = Pipeline(stages=[hour_encoder,assembler,log_regressor])


    

In [20]:

    

df_train,df_test=df_ml.randomSplit([7.,3.],123)


    

In [21]:

    

model = pipeline.fit(df_train)


    

In [22]:

    

# 用訓練好的pipeline進行預測測試資料集。
# 訓練好的pipeline是Transformer所以有transform方法。
df_pred = model.transform(df_test)


    

In [23]:

    

# 觀察transofrm對dataframe做了什麼事，所有pipeline設定的特徵和預測都加入dataframe了。
df_pred.printSchema()


    

    




root
 |-- category: string (nullable = true)
 |-- comment_count: long (nullable = true)
 |-- comment_ids: array (nullable = true)
 |    |-- element: string (containsNull = true)
 |-- hits: long (nullable = true)
 |-- tags: array (nullable = true)
 |    |-- element: string (containsNull = true)
 |-- title: string (nullable = true)
 |-- spam: double (nullable = true)
 |-- post_at: long (nullable = true)
 |-- hour: double (nullable = true)
 |-- hour_code: vector (nullable = true)
 |-- features: vector (nullable = true)
 |-- rawPrediction: vector (nullable = true)
 |-- probability: vector (nullable = true)
 |-- prediction: double (nullable = true)

In [24]:

    

pred_label = df_pred.select("prediction", "spam")
# 建立accuracy function，使用內建dataframe functions達成UDAF
accuracy = avg((pred_label.prediction==pred_label['spam']).astype(IntegerType())).alias("accuracy") 
# 需要groupBy才能使用此function, 所以就group所有data吧
pred_label.groupBy().agg(accuracy).show()


    

    




+------------------+
|          accuracy|
+------------------+
|0.7128378378378378|
+------------------+

In [25]:

    

# 檢討模型效能，觀察什麼樣的特徵導致錯誤預測。
df_pred.filter(df_pred['spam']!=df_pred['prediction'])\
        .select('hour','hits','comment_count','spam','prediction')\
        .show(10)


    

    




+----+----+-------------+----+----------+
|hour|hits|comment_count|spam|prediction|
+----+----+-------------+----+----------+
|13.0| 189|            0| 0.0|       1.0|
|12.0|  34|            0| 0.0|       1.0|
|20.0|   0|            0| 1.0|       0.0|
|20.0|   0|            0| 1.0|       0.0|
|20.0|   0|            0| 1.0|       0.0|
|20.0|   0|            0| 1.0|       0.0|
|15.0|   0|            0| 0.0|       1.0|
|10.0|2012|            0| 0.0|       1.0|
|15.0|3652|            4| 0.0|       1.0|
|13.0|   0|            0| 0.0|       1.0|
+----+----+-------------+----+----------+

In [7]:

    

sc.stop()


    

In [ ]: