我有以下测试数据:
以下代码会返回在两天内有匹配的客户ID的名称列表:
现在我想介绍一个 F.collect_list 的条件。只有 PaymentType == 'OI' 的名称才会被收集到列表中。
最终,表格应该看起来像这样:
import pandas as pd
import datetime
data = {'date': ['2014-01-01', '2014-01-02', '2014-01-03', '2014-01-04', '2014-01-05', '2014-01-06'],
'customerid': [2, 2, 2, 3, 4, 3], 'names': ['Andrew', 'Pete', 'Sean', 'Steve', 'Ray', 'Stef'], 'PaymentType': ['OI', 'CC', 'CC', 'OI', 'OI', 'OI']}
data = pd.DataFrame(data)
data['date'] = pd.to_datetime(data['date'])
以下代码会返回在两天内有匹配的客户ID的名称列表:
import pandas as pd
import datetime
from pyspark.sql.window import Window
from pyspark.sql import functions as F
from pyspark.sql import SparkSession
spark = SparkSession.builder \
.master('local[*]') \
.config("spark.driver.memory", "500g") \
.appName('my-pandasToSparkDF-app') \
.config("spark.ui.showConsoleProgress", "false")\
.getOrCreate()
spark.conf.set("spark.sql.execution.arrow.enabled", "true")
spark.conf.set('spark.sql.execution.arrow.maxRecordsPerBatch', 50000)
spark.sparkContext.setLogLevel("OFF")
data = {'date': ['2014-01-01', '2014-01-02', '2014-01-03', '2014-01-04', '2014-01-05', '2014-01-06'],
'customerid': [2, 2, 2, 3, 4, 3], 'names': ['Andrew', 'Pete', 'Sean', 'Steve', 'Ray', 'Stef'], 'PaymentType': ['OI', 'CC', 'CC', 'OI', 'OI', 'OI']}
data = pd.DataFrame(data)
data['date'] = pd.to_datetime(data['date'])
spark_data= spark.createDataFrame(data)
win = Window().partitionBy('customerid').orderBy((F.col('date')).cast("long")).rangeBetween(
-(2*86400), Window.currentRow)
result_frame = spark_data.withColumn("names_array", F.collect_list('names').over(win)).sort(F.col("date").asc())
pd_result_frame = result_frame.toPandas()
数据:
<pre>
date |customerid|PaymentType|names
2014-01-01|2 |OI |Andrew
2014-01-02|2 |CC |Pete
2014-01-03|2 |CC |Sean
2014-01-04|3 |OI |Steve
2014-01-05|4 |OI |Ray
2014-01-06|3 |OI |Stef
</pre>
结果表格:
<pre>
date |customerid|PaymentType|names_array|
2014-01-01|2 |OI |['Andrew']
2014-01-02|2 |CC |['Andrew', 'Pete']
2014-01-03|2 |CC |['Andrew', 'Pete', 'Sean']
2014-01-04|3 |OI |['Steve']
2014-01-05|4 |OI |['Ray']
2014-01-06|3 |OI |['Steve', 'Stef']
</pre>
现在我想介绍一个 F.collect_list 的条件。只有 PaymentType == 'OI' 的名称才会被收集到列表中。
最终,表格应该看起来像这样:
<pre>
date |customerid|PaymentType|names_array|
2014-01-01|2 |OI |['Andrew']
2014-01-02|2 |CC |['Andrew']
2014-01-03|2 |CC |['Andrew']
2014-01-04|3 |OI |['Steve']
2014-01-05|4 |OI |['Ray']
2014-01-06|3 |OI |['Steve', 'Stef']
</pre>
谢谢!