如何在Rapidminer中使用R的Wordcloud2库

chipp300chipp300 成员职位:4贡献我
在帮助
你好!从去年秋天开始，我就一直在使用注册的学生版Rapidminer，我觉得我已经掌握了一些基本知识。我正在做的一个顶点项目要求我创建一些词云，我在Thomas Ott的神经市场趋势网站上找到了一个非常有用的教程，它使用了R的词云库和RColorBrewer库;提供的XML代码很大程度上受到了他的工作的启发。

虽然我能让原来的Wordcloud功能工作，但我不能让更新的Wordcloud2库与Rapidminer的“执行R”过程一起工作。我知道Wordcloud2已经成功安装，因为我可以在我的R Studio实例中使用预先构建的data.frame demoFreq调用函数，通过Wordcloud2 (demoFreq)包含单词和它各自的频率。我知道Rapidminer进程的其余部分是可靠的，但当它到达'Execute R'进程，包含R代码时，它失败了，所以我知道它与语法有关，因为Wordclod2想要一个数据帧/变量，包含单词和它们的频率类似demoFreq data.frame的例子。谁能帮我弄清楚将“执行R”过程从使用wordcloud库改为使用wordcloud2库所需的语法?下面是我的代码(如果格式不正确，请提前道歉):


<？xml version = " 1.0 " encoding = " utf - 8 " ?> <过程version = " 9.6.000”>
> <上下文
<输入/ >
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<宏/ >
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<参数键= " logverbosity " value = " init " / >
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<参数键= " notification_email“价值= " / >
<参数键= " process_duration_for_mail " value = " 30 " / >
<参数键=“编码”值= "系统" / >
<过程扩展= " true " >

.
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<过程扩展= " true " >
.
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<参数键= "属性" value = " |地理坐标| user_description | user_location " / >
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<参数键= " except_value_type " value = "时间" / >
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<参数键= " include_special_attributes " value = " false " / >
<参数键=“默认”值= " value " / >
<列出关键= "列" / >
<参数键= " replenishment_value " value = "未知" / >
< /操作符>





.
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<过程扩展= " true " >

<参数键= " attribute_filter_type " value = "单一" / >
<参数键= "属性" value = " text " / >
<参数键= "属性" value = " / >
<参数键= " use_except_expression " value = " false " / >
<参数键= " value_type " value = "名义" / >
<参数键= " use_value_type_exception " value = " false " / >
<参数键= " except_value_type " value = " file_path " / >
<参数键= " block_type " value = " single_value " / >
<参数键= " use_block_type_exception " value = " false " / >
<参数键= " except_block_type " value = " single_value " / >
<参数键= " invert_selection " value = " false " / >
<参数键= " include_special_attributes " value = " false " / >
<参数键= " replace_what " value = " http: . * " / >
<参数键= " replace_by " value = " linktag " / >
< /操作符>
@宽度=90“x = " 313 " y = " 340 " >
<参数键= " attribute_filter_type " value = "单一" / >
<参数键= "属性" value = " text " / >
<参数键= "属性" value = " / >
<参数键= " use_except_expression " value = " false " / >
<参数键= " value_type " value = "名义" / >
<参数键= " use_value_type_exception " value = " false " / >
<参数键= " except_value_type " value = " file_path " / >
<参数键= " block_type " value = " single_value " / >
<参数键= " use_block_type_exception " value = " false " / >
<参数键= " except_block_type " value = " single_value " / >
<参数键= " invert_selection " value = " false " / >
<参数键= " include_special_attributes " value = " false " / >
<参数键= value = " \“replace_what”@ /比；
<参数键= " replace_by " value = " attag " / >
< /操作符>

<参数键= " attribute_filter_type " value = "单一" / >
<参数键= "属性" value = " text " / >
<参数键= "属性" value = " / >
<参数键= " use_except_expression " value = " false " / >
<参数键= " value_type " value = "名义" / >
<参数键= " use_value_type_exception " value = " false " / >
<参数键= " except_value_type " value = " file_path " / >
<参数键= " block_type " value = " single_value " / >
<参数键= " use_block_type_exception " value = " false " / >
<参数键= " except_block_type " value = " single_value " / >
<参数键= " invert_selection " value = " false " / >
<参数键= " include_special_attributes " value = " false " / >
<参数键= " replace_what " value = " \ # " / >
<参数键= " replace_by " value = "标签" / >
< /操作符>

<参数键= " attribute_filter_type " value = "单一" / >
<参数键= "属性" value = " text " / >
<参数键= "属性" value = " / >
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<参数键= " value_type " value = "名义" / >
<参数键= " use_value_type_exception " value = " false " / >
<参数键= " except_value_type " value = " file_path " / >
<参数键= " block_type " value = " single_value " / >
<参数键= " use_block_type_exception " value = " false " / >
<参数键= " except_block_type " value = " single_value " / >
<参数键= " invert_selection " value = " false " / >
<参数键= " include_special_attributes " value = " false " / >
<参数键= value =“replace_what \ ?" / >
<参数键= " replace_by " value = " questiontag " / >
< /操作符>

<参数键= " attribute_filter_type " value = "单一" / >
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<参数键= " except_value_type " value = " file_path " / >
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<参数键= " except_block_type " value = " single_value " / >
<参数键= " invert_selection " value = " false " / >
<参数键= " include_special_attributes " value = " false " / >
<参数键= value =“replace_what \ !" / >
<参数键= " replace_by " value = " exclamationtag " / >
< /操作符>

<参数键= " attribute_filter_type " value = "单一" / >
<参数键= "属性" value = " text " / >
<参数键= "属性" value = " / >
<参数键= " use_except_expression " value = " false " / >
<参数键= " value_type " value = "名义" / >
<参数键= " use_value_type_exception " value = " false " / >
<参数键= " except_value_type " value = " file_path " / >
<参数键= " block_type " value = " single_value " / >
<参数键= " use_block_type_exception " value = " false " / >
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<参数键= " invert_selection " value = " false " / >
<参数键= " include_special_attributes " value = " false " / >
<参数键= " replace_what " value = " https: . * " / >
<参数键= " replace_by " value = " attag " / >
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/> .
/> .



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> < /过程
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<参数键= " attribute_filter_type " value = "单一" / >
<参数键= "属性" value = " text " / >
<参数键= "属性" value = " / >
<参数键= " use_except_expression " value = " false " / >
<参数键= " value_type " value = " attribute_value " / >
<参数键= " use_value_type_exception " value = " false " / >
<参数键= " except_value_type " value = "时间" / >
<参数键= " block_type " value = " attribute_block " / >
<参数键= " use_block_type_exception " value = " false " / >
<参数键= " except_block_type " value = " value_matrix_row_start " / >
<参数键= " invert_selection " value = " false " / >
<参数键= " include_special_attributes " value = " false " / >
< /操作符>

<参数键= " attribute_filter_type " value = "单一" / >
<参数键= "属性" value = " text " / >
<参数键= "属性" value = " / >
<参数键= " use_except_expression " value = " false " / >
<参数键= " value_type " value = "名义" / >
<参数键= " use_value_type_exception " value = " false " / >
<参数键= " except_value_type " value = " file_path " / >
<参数键= " block_type " value = " single_value " / >
<参数键= " use_block_type_exception " value = " false " / >
<参数键= " except_block_type " value = " single_value " / >
<参数键= " invert_selection " value = " false " / >
<参数键= " include_special_attributes " value = " false " / >
< /操作符>
.
<参数键= " vector_creation " value = " TF-IDF " / >
<参数键= " add_meta_information " value = " true " / >
<参数键= " keep_text " value = " false " / >
<参数键= " prune_method " value = "没有" / >
<参数键= " prune_below_percent " value = " 3.0 " / >
<参数键= " prune_above_percent " value = " 30.0 " / >
<参数键= " prune_below_rank " value = " 0.05 " / >
<参数键= " prune_above_rank " value = " 0.95 " / >
<参数键= " datamanagement " value = " double_sparse_array " / >
<参数键= " data_management " value = "自动" / >
<参数键= " select_attributes_and_weights " value = " false " / >
<列出关键= " specify_weights " / >
<过程扩展= " true " >


< /操作符>

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<参数键= "字符" value = ": " / >
<参数键= "语言" value = "英语" / >
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<参数键= " min_chars " value = " 3 " / >
<参数键= " max_chars " value = " 25 " / >
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<参数键= "条件" value = "匹配" / >
<参数键=“字符串”值=”。*标记。* " / >
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< portSpacing端口= " source_document”间隔= " 0 " / >

.
> < /过程
< /操作符>

<参数键= " create_word_vector " value = " true " / >
<参数键= " vector_creation " value = " TF-IDF " / >
<参数键= " add_meta_information " value = " true " / >
<参数键= " keep_text " value = " false " / >
<参数键= " prune_method " value = " percentual " / >
<参数键= " prune_below_percent " value = " 3.0 " / >
<参数键= " prune_above_percent " value = " 30.0 " / >
<参数键= " prune_below_rank " value = " 0.05 " / >
<参数键= " prune_above_rank " value = " 0.95 " / >
<参数键= " datamanagement " value = " double_sparse_array " / >
<参数键= " data_management " value = "自动" / >
<参数键= " select_attributes_and_weights " value = " false " / >
<列出关键= " specify_weights " / >
<过程扩展= " true " >

.
<参数键= "字符" value = ": " / >
<参数键= "语言" value = "英语" / >
<参数键= " max_token_length " value = " 3 " / >
< /操作符>


< portSpacing端口= " source_document”间隔= " 0 " / >

.
> < /过程
< /操作符>
.
<参数键= =“子集”/“attribute_filter_type”值>
<参数键= "属性" value = " / >
<参数键= "属性" value = "字|总" / >
<参数键= " use_except_expression " value = " false " / >
<参数键= " value_type " value = " attribute_value " / >
<参数键= " use_value_type_exception " value = " false " / >
<参数键= " except_value_type " value = "时间" / >
<参数键= " block_type " value = " attribute_block " / >
<参数键= " use_block_type_exception " value = " false " / >
<参数键= " except_block_type " value = " value_matrix_row_start " / >
<参数键= " invert_selection " value = " false " / >
<参数键= " include_special_attributes " value = " false " / >
< /操作符>

< /操作符>

<参数键= "脚本" value = " # rm_main是一个强制性的函数,& # 10;#参数的数量必须输入端口的数量(可无)& # 10;rm_main = function(数据)& # 10;{& # 10;& # 9;图书馆(“wordcloud2") & # 10; & # 10; & # 9; x & lt; -词# 10;& # 9;y & lt; -总# 10;& # 9;df & lt;字+总# 10;& # 9;png(“C: \ \ \ \尼克\ \用户桌面\ \顶点\ \ wordcloud.png",宽度= 1280,身高= 800)& # 10;& # 9;wordcloud2 (df、大小= 1.6)& # 10;& # 9;dev.off() & # 10; & # 9; & # 10; & # 9;返回(数据)& # 10;}& # 10;”/>
< /操作符>

<参数键= " file_format " value = " xlsx " / >
<枚举关键= " sheet_names " / >


<参数键= " number_format " value = " # 0 " / >
<参数键=“编码”值= "系统" / >
< /操作符>
. class="write_file" compatibility="9.6.000
<参数键= " resource_type " value = "文件" / >
<参数键= "文件名" value = " Z: \ capstoneWorkingFiles \ capturedData \ rapidminerFirstPass \ \ rapidminerResults”/ >
<参数键= " mime_type " value = "应用程序/八进制" / >
< /操作符>


.
/> .

/> .




> < /过程
< /操作符>
> < /过程



标记:
Jasmine_

答案

  • Marco_BoeckMarco_Boeck 软件工程组长管理员，版主，员工，会员，大学教授职位:1967年RM工程
    你好,

    请问您为什么不想使用集成的Wordcloud plot?

    问候,
    马可
    Jasmine_
  • chipp300chipp300 成员职位:4贡献我
    嗨,马克,

    我也计划使用集成的Wordcloud绘图，但我只是想探索其他选项，并进一步完善我的方法。我喜欢wordcloud2库的功能，并且很好奇在“执行R”过程中需要修改什么才能让wordcloud2正常工作。
    Jasmine_
  • Marco_BoeckMarco_Boeck 软件工程组长管理员，版主，员工，会员，大学教授职位:1967年RM工程
    你好,

    谢谢!我只是好奇内置版本是否因为这样或那样的原因无法使用：）
    不幸的是，我不能在R脚本上帮你，那不是我的专业领域。

    问候,
    马可
    Jasmine_
  • chipp300chipp300 成员职位:4贡献我
    哦，好吧，那太糟糕了。不管怎样，当我在周末尝试Rapidminer的Wordcloud时，我肯定会询问它的功能。谢谢你的联系!
    sgenzer Jasmine_
  • chipp300chipp300 成员职位:4贡献我
    所以我想出了一个让wordcloud2最终工作的方法，但需要我将所需的数据导出到一个电子表格中，将它加载到我的RStudio实例中，并能够调用函数并传入包含单词及其频率的电子表格变量。对于那些偶然发现这篇文章的人，请在下面找到我的xml代码。然后我会谷歌“little miss data wordcloud2”，这是一个使用R的wordcloud2的好教程。请将我的邮件标记为已回复。谢谢你的帮助!

    <？xml version = " 1.0 " encoding = " utf - 8 " ?> <过程version = " 9.6.000”>
    > <上下文
    <输入/ >
    <输出/ >
    <宏/ >
    > < /上下文
    <参数键= " logverbosity " value = " init " / >
    <参数键= " random_seed " value = " 2001 " / >
    <参数键= " send_mail " value = "永远" / >
    <参数键= " notification_email“价值= " / >
    <参数键= " process_duration_for_mail " value = " 30 " / >
    <参数键=“编码”值= "系统" / >
    <过程扩展= " true " >
    .
    < /操作符>
    <过程扩展= " true " >
    .
    <参数键= " create_view " value = " false " / >
    <参数键= =“子集”/“attribute_filter_type”值>
    <参数键= "属性" value = " / >
    <参数键= "属性" value = " |地理坐标| user_description | user_location " / >
    <参数键= " use_except_expression " value = " false " / >
    <参数键= " value_type " value = " attribute_value " / >
    <参数键= " use_value_type_exception " value = " false " / >
    <参数键= " except_value_type " value = "时间" / >
    <参数键= " block_type " value = " attribute_block " / >
    <参数键= " use_block_type_exception " value = " false " / >
    <参数键= " except_block_type " value = " value_matrix_row_start " / >
    <参数键= " invert_selection " value = " false " / >
    <参数键= " include_special_attributes " value = " false " / >
    <参数键=“默认”值= " value " / >
    <列出关键= "列" / >
    <参数键= " replenishment_value " value = "未知" / >
    < /操作符>
    .
    > < /过程
    < /操作符>
    <过程扩展= " true " >
    <参数键= " attribute_filter_type " value = "单一" / >
    <参数键= "属性" value = " text " / >
    <参数键= "属性" value = " / >
    <参数键= " use_except_expression " value = " false " / >
    <参数键= " value_type " value = "名义" / >
    <参数键= " use_value_type_exception " value = " false " / >
    <参数键= " except_value_type " value = " file_path " / >
    <参数键= " block_type " value = " single_value " / >
    <参数键= " use_block_type_exception " value = " false " / >
    <参数键= " except_block_type " value = " single_value " / >
    <参数键= " invert_selection " value = " false " / >
    <参数键= " include_special_attributes " value = " false " / >
    <参数键= " replace_what " value = " http: . * " / >
    <参数键= " replace_by " value = " linktag " / >
    < /操作符>
    @宽度=90“x = " 313 " y = " 340 " >
    <参数键= " attribute_filter_type " value = "单一" / >
    <参数键= "属性" value = " text " / >
    <参数键= "属性" value = " / >
    <参数键= " use_except_expression " value = " false " / >
    <参数键= " value_type " value = "名义" / >
    <参数键= " use_value_type_exception " value = " false " / >
    <参数键= " except_value_type " value = " file_path " / >
    <参数键= " block_type " value = " single_value " / >
    <参数键= " use_block_type_exception " value = " false " / >
    <参数键= " except_block_type " value = " single_value " / >
    <参数键= " invert_selection " value = " false " / >
    <参数键= " include_special_attributes " value = " false " / >
    <参数键= value = " \“replace_what”@ /比；
    <参数键= " replace_by " value = " attag " / >
    < /操作符>
    <参数键= " attribute_filter_type " value = "单一" / >
    <参数键= "属性" value = " text " / >
    <参数键= "属性" value = " / >
    <参数键= " use_except_expression " value = " false " / >
    <参数键= " value_type " value = "名义" / >
    <参数键= " use_value_type_exception " value = " false " / >
    <参数键= " except_value_type " value = " file_path " / >
    <参数键= " block_type " value = " single_value " / >
    <参数键= " use_block_type_exception " value = " false " / >
    <参数键= " except_block_type " value = " single_value " / >
    <参数键= " invert_selection " value = " false " / >
    <参数键= " include_special_attributes " value = " false " / >
    <参数键= " replace_what " value = " \ # " / >
    <参数键= " replace_by " value = "标签" / >
    < /操作符>
    <参数键= " attribute_filter_type " value = "单一" / >
    <参数键= "属性" value = " text " / >
    <参数键= "属性" value = " / >
    <参数键= " use_except_expression " value = " false " / >
    <参数键= " value_type " value = "名义" / >
    <参数键= " use_value_type_exception " value = " false " / >
    <参数键= " except_value_type " value = " file_path " / >
    <参数键= " block_type " value = " single_value " / >
    <参数键= " use_block_type_exception " value = " false " / >
    <参数键= " except_block_type " value = " single_value " / >
    <参数键= " invert_selection " value = " false " / >
    <参数键= " include_special_attributes " value = " false " / >
    <参数键= value =“replace_what \ ?" / >
    <参数键= " replace_by " value = " questiontag " / >
    < /操作符>
    <参数键= " attribute_filter_type " value = "单一" / >
    <参数键= "属性" value = " text " / >
    <参数键= "属性" value = " / >
    <参数键= " use_except_expression " value = " false " / >
    <参数键= " value_type " value = "名义" / >
    <参数键= " use_value_type_exception " value = " false " / >
    <参数键= " except_value_type " value = " file_path " / >
    <参数键= " block_type " value = " single_value " / >
    <参数键= " use_block_type_exception " value = " false " / >
    <参数键= " except_block_type " value = " single_value " / >
    <参数键= " invert_selection " value = " false " / >
    <参数键= " include_special_attributes " value = " false " / >
    <参数键= value =“replace_what \ !" / >
    <参数键= " replace_by " value = " exclamationtag " / >
    < /操作符>
    <参数键= " attribute_filter_type " value = "单一" / >
    <参数键= "属性" value = " text " / >
    <参数键= "属性" value = " / >
    <参数键= " use_except_expression " value = " false " / >
    <参数键= " value_type " value = "名义" / >
    <参数键= " use_value_type_exception " value = " false " / >
    <参数键= " except_value_type " value = " file_path " / >
    <参数键= " block_type " value = " single_value " / >
    <参数键= " use_block_type_exception " value = " false " / >
    <参数键= " except_block_type " value = " single_value " / >
    <参数键= " invert_selection " value = " false " / >
    <参数键= " include_special_attributes " value = " false " / >
    <参数键= " replace_what " value = " https: . * " / >
    <参数键= " replace_by " value = " attag " / >
    < /操作符>
    /> .
    /> .
    .
    > < /过程
    < /操作符>
    <参数键= " attribute_filter_type " value = "单一" / >
    <参数键= "属性" value = " text " / >
    <参数键= "属性" value = " / >
    <参数键= " use_except_expression " value = " false " / >
    <参数键= " value_type " value = " attribute_value " / >
    <参数键= " use_value_type_exception " value = " false " / >
    <参数键= " except_value_type " value = "时间" / >
    <参数键= " block_type " value = " attribute_block " / >
    <参数键= " use_block_type_exception " value = " false " / >
    <参数键= " except_block_type " value = " value_matrix_row_start " / >
    <参数键= " invert_selection " value = " false " / >
    <参数键= " include_special_attributes " value = " false " / >
    < /操作符>
    <参数键= " attribute_filter_type " value = "单一" / >
    <参数键= "属性" value = " text " / >
    <参数键= "属性" value = " / >
    <参数键= " use_except_expression " value = " false " / >
    <参数键= " value_type " value = "名义" / >
    <参数键= " use_value_type_exception " value = " false " / >
    <参数键= " except_value_type " value = " file_path " / >
    <参数键= " block_type " value = " single_value " / >
    <参数键= " use_block_type_exception " value = " false " / >
    <参数键= " except_block_type " value = " single_value " / >
    <参数键= " invert_selection " value = " false " / >
    <参数键= " include_special_attributes " value = " false " / >
    < /操作符>
    .
    <参数键= " vector_creation " value = " TF-IDF " / >
    <参数键= " add_meta_information " value = " true " / >
    <参数键= " keep_text " value = " false " / >
    <参数键= " prune_method " value = "没有" / >
    <参数键= " prune_below_percent " value = " 3.0 " / >
    <参数键= " prune_above_percent " value = " 30.0 " / >
    <参数键= " prune_below_rank " value = " 0.05 " / >
    <参数键= " prune_above_rank " value = " 0.95 " / >
    <参数键= " datamanagement " value = " double_sparse_array " / >
    <参数键= " data_management " value = "自动" / >
    <参数键= " select_attributes_and_weights " value = " false " / >
    <列出关键= " specify_weights " / >
    <过程扩展= " true " >
    < /操作符>
    .
    <参数键= "字符" value = ": " / >
    <参数键= "语言" value = "英语" / >
    <参数键= " max_token_length " value = " 3 " / >
    < /操作符>
    <参数键= " min_chars " value = " 3 " / >
    <参数键= " max_chars " value = " 25 " / >
    < /操作符>
    <参数键= "条件" value = "匹配" / >
    <参数键=“字符串”值=”。*标记。* " / >
    <参数键=“regular_expression”值=”。*标记。* " / >
    <参数键= " case_sensitive " value = " false " / >
    < /操作符>
    <参数键= " max_length " value = " 2 " / >
    < /操作符>
    < portSpacing端口= " source_document”间隔= " 0 " / >
    .
    > < /过程
    < /操作符>
    <参数键= " create_word_vector " value = " true " / >
    <参数键= " vector_creation " value = " TF-IDF " / >
    <参数键= " add_meta_information " value = " true " / >
    <参数键= " keep_text " value = " false " / >
    <参数键= " prune_method " value = " percentual " / >
    <参数键= " prune_below_percent " value = " 3.0 " / >
    <参数键= " prune_above_percent " value = " 30.0 " / >
    <参数键= " prune_below_rank " value = " 0.05 " / >
    <参数键= " prune_above_rank " value = " 0.95 " / >
    <参数键= " datamanagement " value = " double_sparse_array " / >
    <参数键= " data_management " value = "自动" / >
    <参数键= " select_attributes_and_weights " value = " false " / >
    <列出关键= " specify_weights " / >
    <过程扩展= " true " >
    .
    <参数键= "字符" value = ": " / >
    <参数键= "语言" value = "英语" / >
    <参数键= " max_token_length " value = " 3 " / >
    < /操作符>
    < portSpacing端口= " source_document”间隔= " 0 " / >
    .
    > < /过程
    < /操作符>
    .
    <参数键= =“子集”/“attribute_filter_type”值>
    <参数键= "属性" value = " / >
    <参数键= "属性" value = "字|总" / >
    <参数键= " use_except_expression " value = " false " / >
    <参数键= " value_type " value = " attribute_value " / >
    <参数键= " use_value_type_exception " value = " false " / >
    <参数键= " except_value_type " value = "时间" / >
    <参数键= " block_type " value = " attribute_block " / >
    <参数键= " use_block_type_exception " value = " false " / >
    <参数键= " except_block_type " value = " value_matrix_row_start " / >
    <参数键= " invert_selection " value = " false " / >
    <参数键= " include_special_attributes " value = " false " / >
    < /操作符>
    <参数键= " file_format " value = " xlsx " / >
    <枚举关键= " sheet_names " / >
    <参数键= " number_format " value = " # 0 " / >
    <参数键=“编码”值= "系统" / >
    < /操作符>
    . class="write_file" compatibility="9.6.000
    <参数键= " resource_type " value = "文件" / >
    <参数键= "文件名" value = " Z: \ capstoneWorkingFiles \ capturedData \ rapidminerFirstPass \ \ rapidminerResults”/ >
    <参数键= " mime_type " value = "应用程序/八进制" / >
    < /操作符>
    <参数键= "脚本" value = " # rm_main是一个强制性的函数,& # 10;#参数的数量必须输入端口的数量(可无)& # 10;rm_main = function(数据)& # 10;{& # 10;& # 9;图书馆(“wordcloud") & # 10; & # 9;图书馆(“RColorBrewer") & # 10; & # 10; & # 9;编码(数据字美元)& lt;——“UTF-8" & # 10; & # 9; & # 10; & # 9; png(“C: \ \ \ \尼克\ \用户桌面\ \ wordcloud.png",宽度= 1280,身高= 800)& # 10;& # 9;wordcloud(文字=数据的话,美元频率=数据总美元,min.freq = 1,马克斯。words=200, lang= "English"，随机。订单= FALSE, rot.per = 0.35,颜色=啤酒。朋友(11日“Spectral")) & # 10; & # 9; dev.off() & # 10; & # 9; & # 10; & # 9;返回(数据)& # 10;}& # 10;" / >
    < /操作符>
    < /操作符>
    .
    /> .
    /> .
    > < /过程
    < /操作符>
    > < /过程



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