在R中折叠命名行并将变量移动到列

  • 本文关键字:变量 移动 折叠 r tidycensus
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我使用R通过"tidycensus"提取人口普查数据,但它将同一地理位置的不同变量拉成行,而不是使用单行地理位置和多个变量列。

我尝试过各种转置、聚集和扩散函数,但无法将扩散值折叠成一行。我的代码如下:

Median_Inc<-get_acs(geography="County Subdivision",table=B06011,state="MA",county="Middlesex","Essex","Suffolk","Plymouth","Norfolk","Worcester")

它生成一个表:

2500901260  Amesbury Town city, Essex County, Massachusetts B06011_001  37891
2500901260  Amesbury Town city, Essex County, Massachusetts B06011_002  37402
2500901260  Amesbury Town city, Essex County, Massachusetts B06011_003  47925
2500901260  Amesbury Town city, Essex County, Massachusetts B06011_004  NA
2500901260  Amesbury Town city, Essex County, Massachusetts B06011_005  27303

我期望得到这些结果,但我要做的是生成一个表,其中所有值都只有一行,列是变量名,比如:

GEOID   NAME    B06011_001  B06011_002  B06011_003  B06011_004  B06011_005
2500901260  Amesbury Town city, Essex County, Massachusetts 37891   37402   47925   NA  27303

我没有更改get_acs函数,但只需少量操作,您就可以获得所需的内容。

原始数据命名选项卡:

Num                 City        County          State        Code   value
1 2500901260   Amesbury Town city  Essex County  Massachusetts  B06011_001   37891
2 2500901260   Amesbury Town city  Essex County  Massachusetts  B06011_002   37402
3 2500901260   Amesbury Town city  Essex County  Massachusetts  B06011_003   47925
4 2500901260   Amesbury Town city  Essex County  Massachusetts  B06011_004      NA
5 2500901260   Amesbury Town city  Essex County  Massachusetts  B06011_005   27303

要有列名:

colnames(tab) <- c("Num", "City", "County", "State", "Code", "value")

操作后:

library(reshape2)
data_wide <- dcast(tab, Num + City + County + State ~ Code, value.var="value")
Num                 City        County          State  B06011_001  B06011_002  B06011_003  B06011_004  B06011_005
1 2500901260   Amesbury Town city  Essex County  Massachusetts       37891       37402       47925          NA       27303

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