2016-11-22 39 views
0

我有一堆XML格式的聊天記錄。我在下面列出了一個樣本記錄。我不需要整個記錄,只有3件事。第一個屬性是@realTimeID。第二/第三項是源==「PostChat」時varValue的值。這將包含1-10的數值。可能有第二個值包含文本條目。只有少量記錄會包含這些「PostChat」值。R XML到DataFrame子集化

我想要的是一個數據框,其中包含realTimeID的列,然後是數字和可能的文本值的2列。如果我能得到一個數據幀,其中包含realTimeID的列和第二列的值,那麼我可以使用那裏的數據。

下面是一些樣本數據:

<Report account="12345" end_time="2016-07-01T00:00:59+00:00" limit="10000" more_sessions="true" start_time="2016-06-11T00:00:00+00:00" user="smith"> 
    <Session id="ID1536678170" realTimeID="4768543970"> 
     <Visitor id="1131902386012684"> 
     <ip>123.456.789</ip> 
     <agent>Chrome 51.0.2704.63</agent> 
     <host/> 
     <chatReferer> foo </chatReferer> 
     <GeoInfo> 
      <geoCity/> 
      <geoConType/> 
      <geoCountry>USA</geoCountry> 
      <geoIP>123.456.789</geoIP> 
      <geoISP>USA ISP</geoISP> 
      <geoOrg>NA</geoOrg> 
      <geoPost/> 
      <geoReg/> 
     </GeoInfo> 
     </Visitor> 
     <Chat end_time="2016-06-11T21:46:14+00:00" start_time="2016-06-11T21:25:59+00:00"> 
     <line by="info" time="2016-06-11T21:25:59+00:00"> 
      <Text>Please do not post credit card or other sensitive data in this window. </Text> 
     </line> 
     <line by="info" time="2016-06-11T21:26:03+00:00"> 
      <Text>You are now chatting with John.</Text> 
     </line> 
     <line by="John" repId="ID2447" time="2016-06-11T21:28:04+00:00"> 
      <HTML>&lt;span dir="ltr"&gt;Hi sir&lt;/span&gt;</HTML> 
     </line> 
     <line by="John" repId="ID2447" time="2016-06-11T21:28:15+00:00"> 
      <HTML>&lt;span dir="ltr"&gt;How may i help you ?&lt;/span&gt;</HTML> 
     </line> 
     <line by="you" time="2016-06-11T21:28:16+00:00"> 
      <Text>Hi John. Im Bob. I have a technical question.</Text>  
     </line> 
     </Chat> 
     <VarValues> 
     <varValue id="ID917165" name="DisconnectedBy" source="Internal" sourceName="null" time="2016-06-11T21:46:14+00:00">RepStoppedChat</varValue> 
     <varValue id="ID922205" name="language" source="MonitorTag" sourceName="null" time="2016-06-11T21:23:46+00:00">English</varValue> 
     <varValue id="ID1317606" name="pageLoadTime" source="MonitorTag" sourceName="null" time="2016-06-11T21:23:46+00:00">88 sec</varValue> 
     <varValue id="ID1323660" name="survey90990357" source="Operator" sourceName="null" time="2016-06-11T21:32:38+00:00">Incomplete (INC) - customer abandons</varValue> 
     <varValue id="ID1372749" name="LP_Visitor_Category" source="Internal" sourceName="null" time="2016-06-11T21:23:43+00:00">0</varValue> 
     <varValue id="ID1617100" name="live_engage_control_group" source="Internal" sourceName="null" time="2016-06-11T21:23:43+00:00">false</varValue> 
     <varValue id="ID3647561" name="rerouteFlag" source="Rule Engine" sourceName="null" time="2016-06-11T21:23:46+00:00">true</varValue> 
     <varValue id="ID3665417" name="operatorName" source="Rule Engine" sourceName="null" time="2016-06-11T21:26:03+00:00">John Doe</varValue> 
     <varValue id="ID3730453" name="RenameFlag" source="Rule Engine" sourceName="null" time="2016-06-11T21:23:46+00:00">true</varValue> 
     <varValue id="ID3742796" name="PT-EligibleInSession" source="Rule Engine" sourceName="null" time="2016-06-11T21:24:43+00:00">Yes</varValue> 
     <varValue id="ID3834774" name="survey88140234" source="PostChat" sourceName="null" time="2016-06-13T04:44:54+00:00">10</varValue> 
     <varValue id="ID3834774" name="survey88140234" source="PostChat" sourceName="null" time="2016-06-13T04:44:54+00:00">Great Experience. Thanks for the help!</varValue> 
     </VarValues> 
     <Reps> 
     <Rep endTime="2016-06-11T21:46:14+00:00" id="ID2447" order="1" repName="John Doe" startTime="2016-06-11T21:26:03+00:00">John</Rep> 
     </Reps> 
    </Session> 
     <Session id="ID1536678170" realTimeID="123456789"> 
     <Visitor id="1131902386012684"> 
     <ip>123.456.789</ip> 
     <agent>Chrome 51.0.2704.63</agent> 
     <host/> 
     <chatReferer> foo </chatReferer> 
     <GeoInfo> 
      <geoCity/> 
      <geoConType/> 
      <geoCountry>USA</geoCountry> 
      <geoIP>123.456.789</geoIP> 
      <geoISP>USA ISP</geoISP> 
      <geoOrg>NA</geoOrg> 
      <geoPost/> 
      <geoReg/> 
     </GeoInfo> 
     </Visitor> 
     <Chat end_time="2016-06-11T21:46:14+00:00" start_time="2016-06-11T21:25:59+00:00"> 
     <line by="info" time="2016-06-11T21:25:59+00:00"> 
      <Text>Please do not post credit card or other sensitive data in this window. </Text> 
     </line> 
     <line by="info" time="2016-06-11T21:26:03+00:00"> 
      <Text>You are now chatting with John.</Text> 
     </line> 
     <line by="John" repId="ID2447" time="2016-06-11T21:28:04+00:00"> 
      <HTML>&lt;span dir="ltr"&gt;Hi sir&lt;/span&gt;</HTML> 
     </line> 
     <line by="John" repId="ID2447" time="2016-06-11T21:28:15+00:00"> 
      <HTML>&lt;span dir="ltr"&gt;How may i help you ?&lt;/span&gt;</HTML> 
     </line> 
     <line by="you" time="2016-06-11T21:28:16+00:00"> 
      <Text>Hi John. Im Bob. I have a technical question.</Text>  
     </line> 
     </Chat> 
     <VarValues> 
     <varValue id="ID917165" name="DisconnectedBy" source="Internal" sourceName="null" time="2016-06-11T21:46:14+00:00">RepStoppedChat</varValue> 
     <varValue id="ID922205" name="language" source="MonitorTag" sourceName="null" time="2016-06-11T21:23:46+00:00">English</varValue> 
     <varValue id="ID1317606" name="pageLoadTime" source="MonitorTag" sourceName="null" time="2016-06-11T21:23:46+00:00">88 sec</varValue> 
     <varValue id="ID1323660" name="survey90990357" source="Operator" sourceName="null" time="2016-06-11T21:32:38+00:00">Incomplete (INC) - customer abandons</varValue> 
     <varValue id="ID1372749" name="LP_Visitor_Category" source="Internal" sourceName="null" time="2016-06-11T21:23:43+00:00">0</varValue> 
     <varValue id="ID1617100" name="live_engage_control_group" source="Internal" sourceName="null" time="2016-06-11T21:23:43+00:00">false</varValue> 
     <varValue id="ID3647561" name="rerouteFlag" source="Rule Engine" sourceName="null" time="2016-06-11T21:23:46+00:00">true</varValue> 
     <varValue id="ID3665417" name="operatorName" source="Rule Engine" sourceName="null" time="2016-06-11T21:26:03+00:00">John Doe</varValue> 
     <varValue id="ID3730453" name="RenameFlag" source="Rule Engine" sourceName="null" time="2016-06-11T21:23:46+00:00">true</varValue> 
     <varValue id="ID3742796" name="PT-EligibleInSession" source="Rule Engine" sourceName="null" time="2016-06-11T21:24:43+00:00">Yes</varValue> 
     </VarValues> 
     <Reps> 
     <Rep endTime="2016-06-11T21:46:14+00:00" id="ID2447" order="1" repName="John Doe" startTime="2016-06-11T21:26:03+00:00">John</Rep> 
     </Reps> 
    </Session> 
</Report> 

我可以在數據讀取方面:

library(XML) 

dat <- xmlInternalTreeParse("data/sessions6.xml", useInternalNodes = T) 

我可以用提取realTimeID值:

foo <- xpathApply(datRoot, "//Session", xmlGetAttr, "realTimeID") 

和varValues我需要使用:

tmp <- xpathApply(datRoot, "//varValue[@source='PostChat']", xmlValue) 

但我不知道如何連接兩個並獲取與PostChat varValues關聯的realTimeID值。另外,我想過用realTimeID和所有的VarValues創建一個數據框。我顯然擁有所有ID的列表,但不知道如何才能提取VarValues的數據幀。任何幫助,將不勝感激。

編輯:我更新了我的XML代碼示例,使其更加完整,幷包含一個使用PostChat值的會話和一個沒有的會話。謝謝!

+0

將每個XML只能攜帶一個或兩個'varValues'與'@ postChat'?對於3個變量的一排df? – Parfait

+0

每個「記錄」應該不超過2個「PostChat」varValues。但是,大多數記錄不會有任何PostChat varValues。我發佈了單個「記錄」的XML。我的每個xml文件實際上都有10k 列表。 –

回答

2

對於更新的XML文件,你可以這樣:它給你

require(xml2) 
require(tidyverse) 
doc <- read_xml(path_to_file) 
sessions <- doc %>% xml_find_all("Session") 
realTimeID <- sessions %>% map(xml_attr, "realTimeID") 
varValue <- sessions %>% 
    map(xml_find_all, ".//varValue[@source='PostChat']") %>% 
    map(xml_text) 
map2_df(realTimeID, varValue, ~tibble(realTimeID = .x, value = .y[1], text = .y[2])) 

# A tibble: 2 × 3 
    realTimeID value         text 
     <chr> <chr>         <chr> 
1 4768543970 10 Great Experience. Thanks for the help! 
2 123456789 <NA>         <NA> 

您可以使用type_convert更改列鍵入

+0

感謝您的意見。我認爲這種方法在某些realTimeID值沒有任何PostChat varValue時不起作用。我已經更新了上面的XML示例,使其更加完整,幷包含沒有任何PostChat值的第二個會話記錄。 –

+0

Aweseme!非常感謝。這工作完美。 –