Setup

Load Packages

library( irs990efile )  # functions for parsing efile XMLs
library( dplyr )        # data wrangling
library( purrr )        # data wrangling 
library( pander )       # formatting
library( knitr )        # formatting
library( DT )           # table printing
library( httr )         # web requests 
library( xmltools )     # xml utilities
library( xml2 )         # xml utilities
library( XML )          # xml utilities 
library( data.tree )    # network visualization
library( networkD3 )    # network visualization
library( igraph )       # network visualization

source( "R/rdb-functions-v2.R")
source( "R/utils.R")

Data

head( index )

The Concordance File

The concordance is an RDB to XML Crosswalk that maps all xpaths onto a specified set of variables. It is located in the irs990efile package.


The full data dictionary is available on GitHub.

DATA DICTIONARY


concordance %>% 
  filter( rdb_table == table.name )  








xpath id
/Return/ReturnData/IRS990/Form990PartVIISectionA/AverageHoursPerWeek 1
/Return/ReturnData/IRS990/Form990PartVIISectionA/AverageHoursPerWeekRelated 2
/Return/ReturnData/IRS990/Form990PartVIISectionA/Former 3
/Return/ReturnData/IRS990/Form990PartVIISectionA/HighestCompensatedEmployee 4
/Return/ReturnData/IRS990/Form990PartVIISectionA/IndividualTrusteeOrDirector 5
/Return/ReturnData/IRS990/Form990PartVIISectionA/InstitutionalTrustee 6
/Return/ReturnData/IRS990/Form990PartVIISectionA/KeyEmployee 7
/Return/ReturnData/IRS990/Form990PartVIISectionA/Name/NameBusiness/BusinessNameLine1 8
/Return/ReturnData/IRS990/Form990PartVIISectionA/Name/NameBusiness/BusinessNameLine2 9
/Return/ReturnData/IRS990/Form990PartVIISectionA/Name/NamePerson 10
/Return/ReturnData/IRS990/Form990PartVIISectionA/NameBusiness/BusinessNameLine1 11
/Return/ReturnData/IRS990/Form990PartVIISectionA/NameBusiness/BusinessNameLine2 12
/Return/ReturnData/IRS990/Form990PartVIISectionA/NamePerson 13
/Return/ReturnData/IRS990/Form990PartVIISectionA/Officer 14
/Return/ReturnData/IRS990/Form990PartVIISectionA/OtherCompensation 15
/Return/ReturnData/IRS990/Form990PartVIISectionA/ReportableCompFromOrganization 16
/Return/ReturnData/IRS990/Form990PartVIISectionA/ReportableCompFromRelatedOrgs 17
/Return/ReturnData/IRS990/Form990PartVIISectionA/Title 18
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/AverageHoursPerWeekRltdOrgRt 19
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/AverageHoursPerWeekRt 20
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/BusinessName/BusinessNameLine1 21
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/BusinessName/BusinessNameLine1Txt 22
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/BusinessName/BusinessNameLine2 23
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/BusinessName/BusinessNameLine2Txt 24
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/FormerOfcrDirectorTrusteeInd 25
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/HighestCompensatedEmployeeInd 26
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/IndividualTrusteeOrDirectorInd 27
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/InstitutionalTrusteeInd 28
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/KeyEmployeeInd 29
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/OfficerInd 30
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/OtherCompensationAmt 31
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/PersonNm 32
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/ReportableCompFromOrgAmt 33
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/ReportableCompFromRltdOrgAmt 34
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/TitleTxt 35
/Return/ReturnData/IRS990/FrmrOfcrDirTrstOrKeyEmployee/BusinessName/BusinessNameLine1 36
/Return/ReturnData/IRS990/FrmrOfcrDirTrstOrKeyEmployee/BusinessName/BusinessNameLine2 37
/Return/ReturnData/IRS990/OfcrDirTrusteesOrKeyEmployee/BusinessName/BusinessNameLine1 38
/Return/ReturnData/IRS990/OfcrDirTrusteesOrKeyEmployee/BusinessName/BusinessNameLine2 39
/Return/ReturnData/IRS990EZ/Form990PartVIISectionA/AverageHoursPerWeek 40
/Return/ReturnData/IRS990EZ/Form990PartVIISectionA/NamePerson 41
/Return/ReturnData/IRS990EZ/Form990PartVIISectionA/OtherCompensation 42
/Return/ReturnData/IRS990EZ/Form990PartVIISectionA/ReportableCompFromOrganization 43
/Return/ReturnData/IRS990EZ/Form990PartVIISectionA/ReportableCompFromRelatedOrgs 44
/Return/ReturnData/IRS990EZ/Form990PartVIISectionA/Title 45
/Return/ReturnData/IRS990EZ/Form990PartVIISectionAGrp/AverageHoursPerWeekRt 46
/Return/ReturnData/IRS990EZ/Form990PartVIISectionAGrp/OtherCompensationAmt 47
/Return/ReturnData/IRS990EZ/Form990PartVIISectionAGrp/PersonNm 48
/Return/ReturnData/IRS990EZ/Form990PartVIISectionAGrp/ReportableCompFromOrgAmt 49
/Return/ReturnData/IRS990EZ/Form990PartVIISectionAGrp/ReportableCompFromRltdOrgAmt 50
/Return/ReturnData/IRS990EZ/Form990PartVIISectionAGrp/TitleTxt 51
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeEmplGrp/AverageHrsPerWkDevotedToPosRt 52
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeEmplGrp/BusinessName/BusinessNameLine1 53
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeEmplGrp/BusinessName/BusinessNameLine1Txt 54
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeEmplGrp/BusinessName/BusinessNameLine2 55
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeEmplGrp/BusinessName/BusinessNameLine2Txt 56
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeEmplGrp/CompensationAmt 57
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeEmplGrp/EmployeeBenefitProgramAmt 58
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeEmplGrp/PersonNm 59
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeEmplGrp/TitleTxt 60
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeKeyEmpl/AvgHoursPerWkDevotedToPosition 61
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeKeyEmpl/BusinessName/BusinessNameLine1 62
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeKeyEmpl/BusinessName/BusinessNameLine2 63
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeKeyEmpl/Compensation 64
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeKeyEmpl/ContriToEmplBenefitPlansEtc 65
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeKeyEmpl/Name 66
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeKeyEmpl/PersonName 67
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeKeyEmpl/Title 68
xpaths <- as.character( t.xpaths$xpath )
el <- create_edgelist_v1( xpaths )
nd <- FromDataFrameNetwork( network=el )
print( nd )
##                                          levelName
## 1   Return                                        
## 2    °--ReturnData                                
## 3        ¦--IRS990                                
## 4        ¦   ¦--Form990PartVIISectionA            
## 5        ¦   ¦   ¦--AverageHoursPerWeek           
## 6        ¦   ¦   ¦--AverageHoursPerWeekRelated    
## 7        ¦   ¦   ¦--Former                        
## 8        ¦   ¦   ¦--HighestCompensatedEmployee    
## 9        ¦   ¦   ¦--IndividualTrusteeOrDirector   
## 10       ¦   ¦   ¦--InstitutionalTrustee          
## 11       ¦   ¦   ¦--KeyEmployee                   
## 12       ¦   ¦   ¦--Name                          
## 13       ¦   ¦   ¦   ¦--NameBusiness              
## 14       ¦   ¦   ¦   ¦   ¦--BusinessNameLine1     
## 15       ¦   ¦   ¦   ¦   °--BusinessNameLine2     
## 16       ¦   ¦   ¦   °--NamePerson                
## 17       ¦   ¦   ¦--NameBusiness                  
## 18       ¦   ¦   ¦   ¦--BusinessNameLine1         
## 19       ¦   ¦   ¦   °--BusinessNameLine2         
## 20       ¦   ¦   ¦--NamePerson                    
## 21       ¦   ¦   ¦--Officer                       
## 22       ¦   ¦   ¦--OtherCompensation             
## 23       ¦   ¦   ¦--ReportableCompFromOrganization
## 24       ¦   ¦   ¦--ReportableCompFromRelatedOrgs 
## 25       ¦   ¦   °--Title                         
## 26       ¦   ¦--Form990PartVIISectionAGrp         
## 27       ¦   ¦   ¦--AverageHoursPerWeekRltdOrgRt  
## 28       ¦   ¦   ¦--AverageHoursPerWeekRt         
## 29       ¦   ¦   ¦--BusinessName                  
## 30       ¦   ¦   ¦   ¦--BusinessNameLine1         
## 31       ¦   ¦   ¦   ¦--BusinessNameLine1Txt      
## 32       ¦   ¦   ¦   ¦--BusinessNameLine2         
## 33       ¦   ¦   ¦   °--BusinessNameLine2Txt      
## 34       ¦   ¦   ¦--FormerOfcrDirectorTrusteeInd  
## 35       ¦   ¦   ¦--HighestCompensatedEmployeeInd 
## 36       ¦   ¦   ¦--IndividualTrusteeOrDirectorInd
## 37       ¦   ¦   ¦--InstitutionalTrusteeInd       
## 38       ¦   ¦   ¦--KeyEmployeeInd                
## 39       ¦   ¦   ¦--OfficerInd                    
## 40       ¦   ¦   ¦--OtherCompensationAmt          
## 41       ¦   ¦   ¦--PersonNm                      
## 42       ¦   ¦   ¦--ReportableCompFromOrgAmt      
## 43       ¦   ¦   ¦--ReportableCompFromRltdOrgAmt  
## 44       ¦   ¦   °--TitleTxt                      
## 45       ¦   ¦--FrmrOfcrDirTrstOrKeyEmployee      
## 46       ¦   ¦   °--BusinessName                  
## 47       ¦   ¦       ¦--BusinessNameLine1         
## 48       ¦   ¦       ¦--BusinessNameLine1Txt      
## 49       ¦   ¦       ¦--BusinessNameLine2         
## 50       ¦   ¦       °--BusinessNameLine2Txt      
## 51       ¦   °--OfcrDirTrusteesOrKeyEmployee      
## 52       ¦       °--BusinessName                  
## 53       ¦           ¦--BusinessNameLine1         
## 54       ¦           ¦--BusinessNameLine1Txt      
## 55       ¦           ¦--BusinessNameLine2         
## 56       ¦           °--BusinessNameLine2Txt      
## 57       °--IRS990EZ                              
## 58           ¦--Form990PartVIISectionA            
## 59           ¦   ¦--AverageHoursPerWeek           
## 60           ¦   ¦--AverageHoursPerWeekRelated    
## 61           ¦   ¦--Former                        
## 62           ¦   ¦--HighestCompensatedEmployee    
## 63           ¦   ¦--IndividualTrusteeOrDirector   
## 64           ¦   ¦--InstitutionalTrustee          
## 65           ¦   ¦--KeyEmployee                   
## 66           ¦   ¦--Name                          
## 67           ¦   ¦   ¦--NameBusiness              
## 68           ¦   ¦   ¦   ¦--BusinessNameLine1     
## 69           ¦   ¦   ¦   °--BusinessNameLine2     
## 70           ¦   ¦   °--NamePerson                
## 71           ¦   ¦--NameBusiness                  
## 72           ¦   ¦   ¦--BusinessNameLine1         
## 73           ¦   ¦   °--BusinessNameLine2         
## 74           ¦   ¦--NamePerson                    
## 75           ¦   ¦--Officer                       
## 76           ¦   ¦--OtherCompensation             
## 77           ¦   ¦--ReportableCompFromOrganization
## 78           ¦   ¦--ReportableCompFromRelatedOrgs 
## 79           ¦   °--Title                         
## 80           ¦--Form990PartVIISectionAGrp         
## 81           ¦   ¦--AverageHoursPerWeekRltdOrgRt  
## 82           ¦   ¦--AverageHoursPerWeekRt         
## 83           ¦   ¦--BusinessName                  
## 84           ¦   ¦   ¦--BusinessNameLine1         
## 85           ¦   ¦   ¦--BusinessNameLine1Txt      
## 86           ¦   ¦   ¦--BusinessNameLine2         
## 87           ¦   ¦   °--BusinessNameLine2Txt      
## 88           ¦   ¦--FormerOfcrDirectorTrusteeInd  
## 89           ¦   ¦--HighestCompensatedEmployeeInd 
## 90           ¦   ¦--IndividualTrusteeOrDirectorInd
## 91           ¦   ¦--InstitutionalTrusteeInd       
## 92           ¦   ¦--KeyEmployeeInd                
## 93           ¦   ¦--OfficerInd                    
## 94           ¦   ¦--OtherCompensationAmt          
## 95           ¦   ¦--PersonNm                      
## 96           ¦   ¦--ReportableCompFromOrgAmt      
## 97           ¦   ¦--ReportableCompFromRltdOrgAmt  
## 98           ¦   °--TitleTxt                      
## 99           ¦--OfficerDirectorTrusteeEmplGrp     
## 100          ¦   °--... 6 nodes w/ 4 sub          
## 101          °--... 1 nodes w/ 25 sub
SetGraphStyle( nd, rankdir = "LR")
SetEdgeStyle( nd, arrowhead = "vee", color = "grey20", penwidth = 2 )
SetNodeStyle( nd, 
              style = "filled,rounded", 
              shape = "box", 
              fillcolor = "LightBlue", 
              fontname = "helvetica", 
              fontcolor="black",
              tooltip = GetDefaultTooltip )

# SetNodeStyle(acme$IT, fillcolor = "LightBlue", penwidth = "5px")
plot( nd )
# old version
find_group_names( table.name )
## [1] "//Form990PartVIISectionA"        "//Form990PartVIISectionAGrp"    
## [3] "//FrmrOfcrDirTrstOrKeyEmployee"  "//OfcrDirTrusteesOrKeyEmployee" 
## [5] "//OfficerDirectorTrusteeEmplGrp" "//OfficerDirectorTrusteeKeyEmpl"
# new version
find_table_headers( table.name )
##  [1] "//Form990PartVIISectionA/AverageHoursPerWeek"                  
##  [2] "//Form990PartVIISectionA/AverageHoursPerWeekRelated"           
##  [3] "//Form990PartVIISectionA/CompensationFromOtherSources"         
##  [4] "//Form990PartVIISectionA/Former"                               
##  [5] "//Form990PartVIISectionA/FormersListedIn1A"                    
##  [6] "//Form990PartVIISectionA/HighestCompensatedEmployee"           
##  [7] "//Form990PartVIISectionA/IndividualTrusteeOrDirector"          
##  [8] "//Form990PartVIISectionA/InstitutionalTrustee"                 
##  [9] "//Form990PartVIISectionA/KeyEmployee"                          
## [10] "//Form990PartVIISectionA/Line1ATotalGT150K"                    
## [11] "//Form990PartVIISectionA/Name"                                 
## [12] "//Form990PartVIISectionA/NameBusiness"                         
## [13] "//Form990PartVIISectionA/NamePerson"                           
## [14] "//Form990PartVIISectionA/NoListedPersonsCompensated"           
## [15] "//Form990PartVIISectionA/NumberIndividualsGT100K"              
## [16] "//Form990PartVIISectionA/Officer"                              
## [17] "//Form990PartVIISectionA/OtherCompensation"                    
## [18] "//Form990PartVIISectionA/ReportableCompFromOrganization"       
## [19] "//Form990PartVIISectionA/ReportableCompFromRelatedOrgs"        
## [20] "//Form990PartVIISectionA/Title"                                
## [21] "//Form990PartVIISectionA/TotalColumnD"                         
## [22] "//Form990PartVIISectionA/TotalColumnE"                         
## [23] "//Form990PartVIISectionA/TotalColumnF"                         
## [24] "//Form990PartVIISectionAGrp/AverageHoursPerWeekRltdOrgRt"      
## [25] "//Form990PartVIISectionAGrp/AverageHoursPerWeekRt"             
## [26] "//Form990PartVIISectionAGrp/BusinessName"                      
## [27] "//Form990PartVIISectionAGrp/FormerOfcrDirectorTrusteeInd"      
## [28] "//Form990PartVIISectionAGrp/HighestCompensatedEmployeeInd"     
## [29] "//Form990PartVIISectionAGrp/IndividualTrusteeOrDirectorInd"    
## [30] "//Form990PartVIISectionAGrp/InstitutionalTrusteeInd"           
## [31] "//Form990PartVIISectionAGrp/KeyEmployeeInd"                    
## [32] "//Form990PartVIISectionAGrp/OfficerInd"                        
## [33] "//Form990PartVIISectionAGrp/OtherCompensationAmt"              
## [34] "//Form990PartVIISectionAGrp/PersonNm"                          
## [35] "//Form990PartVIISectionAGrp/ReportableCompFromOrgAmt"          
## [36] "//Form990PartVIISectionAGrp/ReportableCompFromRltdOrgAmt"      
## [37] "//Form990PartVIISectionAGrp/TitleTxt"                          
## [38] "//FrmrOfcrDirTrstOrKeyEmployee/BusinessNameLine1"              
## [39] "//FrmrOfcrDirTrstOrKeyEmployee/BusinessNameLine2"              
## [40] "//OfcrDirTrusteesOrKeyEmployee/BusinessNameLine1"              
## [41] "//OfcrDirTrusteesOrKeyEmployee/BusinessNameLine2"              
## [42] "//OfficerDirectorTrusteeEmplGrp/AverageHrsPerWkDevotedToPosRt" 
## [43] "//OfficerDirectorTrusteeEmplGrp/BusinessName"                  
## [44] "//OfficerDirectorTrusteeEmplGrp/CompensationAmt"               
## [45] "//OfficerDirectorTrusteeEmplGrp/EmployeeBenefitProgramAmt"     
## [46] "//OfficerDirectorTrusteeEmplGrp/PersonNm"                      
## [47] "//OfficerDirectorTrusteeEmplGrp/TitleTxt"                      
## [48] "//OfficerDirectorTrusteeKeyEmpl/AddressForeign"                
## [49] "//OfficerDirectorTrusteeKeyEmpl/AddressUS"                     
## [50] "//OfficerDirectorTrusteeKeyEmpl/AvgHoursPerWkDevotedToPosition"
## [51] "//OfficerDirectorTrusteeKeyEmpl/BusinessName"                  
## [52] "//OfficerDirectorTrusteeKeyEmpl/Compensation"                  
## [53] "//OfficerDirectorTrusteeKeyEmpl/ContriToEmplBenefitPlansEtc"   
## [54] "//OfficerDirectorTrusteeKeyEmpl/Name"                          
## [55] "//OfficerDirectorTrusteeKeyEmpl/PersonName"                    
## [56] "//OfficerDirectorTrusteeKeyEmpl/Title"
# manual
if( ! is.null(table.headers) )
{table.headers}








Build the Table

# create new folder
dir.create( folder.name )
setwd( folder.name )

# create sample
set.seed( 1234 )
sample.index <- sample_n( index, sample.size )
write.csv( index, "sample-index.csv", row.names=F )
sample.urls <- sample.index$URL

# erase existing log files
file.create("XPATH-LOG.txt") 
file.create("FAIL-LOG.txt")


start.build.time <- Sys.time()    # --------------------

results.list <- list()
xpath.list <- list()


for( i in 1:length( sample.urls ) )
{
  
  url <- sample.urls[i]
  
  results.list[[i]] <- 
    build_rdb_table_v2( url, 
                        table.name, 
                        table.headers=table.headers )
  
  xpath.list[[i]]   <- 
    get_table_xpaths( url, 
                      table.name, 
                      table.headers=table.headers )
  
  if( i %% 100 == 0 ){ print(i) }
  
}


end.build.time <- Sys.time()      # --------------------


df <- dplyr::bind_rows( results.list )


fail.log <- readLines( "FAIL-LOG.txt" )
all.xpaths <- xpath.list %>% unlist() %>% unique() %>% sort()
cat( all.xpaths, sep="\n", file="XPATH-LOG.txt" )

TABLE: F9-P07-T01-COMPENSATION

## [1] "NUMBER OF RETURNS PROCESSED:   1000"
## [1] "TOTAL NUMBER OF TABLE ROWS:   10108"

TOTAL RUN TIME:

## Time difference of 47.10262 mins
## Time difference of -0.7850436 hours

Write to File

write.csv( df, paste0( folder.name, "/", table.name, ".csv" ), row.names=F )
head(df) 

Are all names standardized?

names(df)
##  [1] "OBJECT_ID"                        "EIN"                             
##  [3] "NAME"                             "TAXYR"                           
##  [5] "FORMTYPE"                         "URL"                             
##  [7] "F9_07_COMP_DTK_NAME_PERS"         "F9_07_COMP_DTK_TITLE"            
##  [9] "F9_07_COMP_DTK_AVE_HOUR_WEEK"     "F9_07_COMP_DTK_AVE_HOUR_WEEK_RL" 
## [11] "F9_07_COMP_DTK_POS_INDIV_TRUST_X" "F9_07_COMP_DTK_COMP_ORG"         
## [13] "F9_07_COMP_DTK_COMP_RLTD"         "F9_07_COMP_DTK_COMP_OTH"         
## [15] "F9_07_COMP_DTK_POS_INST_TRUST_X"  "F9_07_COMP_DTK_EMPL_BEN"         
## [17] "ExpenseAccountOtherAllwncAmt"     "F9_07_COMP_DTK_POS_OFF_X"        
## [19] "AddressLine1"                     "City"                            
## [21] "State"                            "ZIPCode"                         
## [23] "ExpenseAccountOtherAllowances"    "F9_07_COMP_DTK_POS_KEY_EMPL_X"   
## [25] "F9_07_COMP_DTK_POS_HIGH_COMP_X"   "F9_07_COMP_DTK_NAME_ORG_L1"      
## [27] "F9_07_COMP_DTK_POS_FORMER_X"      "AddressLine2"








Diagnostics

Missing or Extra XPATHS

Check for xpaths that were used in the tables but do not exist in the Concordance file.

c.table <- dplyr::filter( concordance, rdb_table == table.name ) 
xpath.concordance <- c.table$xpath
setdiff( all.xpaths, xpath.concordance )
## [1] "/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/BusinessName"                
## [2] "/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeEmplGrp/BusinessName"          
## [3] "/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeKeyEmpl/AddressUS"             
## [4] "/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeKeyEmpl/AddressUS/AddressLine1"
## [5] "/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeKeyEmpl/AddressUS/AddressLine2"
## [6] "/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeKeyEmpl/AddressUS/City"        
## [7] "/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeKeyEmpl/AddressUS/State"       
## [8] "/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeKeyEmpl/AddressUS/ZIPCode"     
## [9] "/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeKeyEmpl/BusinessName"

Capture to update the Concordance file.

these <- setdiff( all.xpaths, xpath.concordance )
cat( these, sep="\n", file=paste0( folder.name, "/MISSING-XPATHS.txt" ) )

Failes URLs

Check the status of failed URLs.

if( length(fail.log) > 0 )
{ 
  sapply( fail.log, get_message ) %>% 
  table() %>% 
  pander() 
} else {
  print("ALL URLs ARE VALID")
}
Client error: (404) Not Found
1








XML Table Structure

Create Network Edgelists

The create_edgelist() functions v1 and v2 are in R/utils.R.

V1 retains the root nodes Return and ReturnData.

V2 drops the root nodes and uses form versions “990” and “990EZ” as the root to visualize the sets of tables separately.

# KEEP ROOT NOTES Return & ReturnData
el <- create_edgelist_v1( all.xpaths )



Edgelist format:

V1 V2
Return ReturnData
ReturnData IRS990
IRS990 Form990PartVIISectionAGrp
Form990PartVIISectionAGrp PersonNm
Form990PartVIISectionAGrp TitleTxt
Form990PartVIISectionAGrp AverageHoursPerWeekRt
Form990PartVIISectionAGrp IndividualTrusteeOrDirectorInd
Form990PartVIISectionAGrp OfficerInd
Form990PartVIISectionAGrp ReportableCompFromOrgAmt
Form990PartVIISectionAGrp ReportableCompFromRltdOrgAmt








Visualize Tree Structure

# library( data.tree )
nd <- FromDataFrameNetwork( network=el )
print( nd )
##                                         levelName
## 1  Return                                        
## 2   °--ReturnData                                
## 3       ¦--IRS990                                
## 4       ¦   ¦--Form990PartVIISectionA            
## 5       ¦   ¦   ¦--AverageHoursPerWeek           
## 6       ¦   ¦   ¦--AverageHoursPerWeekRelated    
## 7       ¦   ¦   ¦--Former                        
## 8       ¦   ¦   ¦--HighestCompensatedEmployee    
## 9       ¦   ¦   ¦--IndividualTrusteeOrDirector   
## 10      ¦   ¦   ¦--InstitutionalTrustee          
## 11      ¦   ¦   ¦--KeyEmployee                   
## 12      ¦   ¦   ¦--NamePerson                    
## 13      ¦   ¦   ¦--Officer                       
## 14      ¦   ¦   ¦--OtherCompensation             
## 15      ¦   ¦   ¦--ReportableCompFromOrganization
## 16      ¦   ¦   ¦--ReportableCompFromRelatedOrgs 
## 17      ¦   ¦   °--Title                         
## 18      ¦   °--Form990PartVIISectionAGrp         
## 19      ¦       ¦--AverageHoursPerWeekRltdOrgRt  
## 20      ¦       ¦--AverageHoursPerWeekRt         
## 21      ¦       ¦--BusinessName                  
## 22      ¦       ¦   ¦--BusinessNameLine1         
## 23      ¦       ¦   °--BusinessNameLine1Txt      
## 24      ¦       ¦--FormerOfcrDirectorTrusteeInd  
## 25      ¦       ¦--HighestCompensatedEmployeeInd 
## 26      ¦       ¦--IndividualTrusteeOrDirectorInd
## 27      ¦       ¦--InstitutionalTrusteeInd       
## 28      ¦       ¦--KeyEmployeeInd                
## 29      ¦       ¦--OfficerInd                    
## 30      ¦       ¦--OtherCompensationAmt          
## 31      ¦       ¦--PersonNm                      
## 32      ¦       ¦--ReportableCompFromOrgAmt      
## 33      ¦       ¦--ReportableCompFromRltdOrgAmt  
## 34      ¦       °--TitleTxt                      
## 35      °--IRS990EZ                              
## 36          ¦--OfficerDirectorTrusteeEmplGrp     
## 37          ¦   ¦--AverageHrsPerWkDevotedToPosRt 
## 38          ¦   ¦--BusinessName                  
## 39          ¦   ¦   ¦--BusinessNameLine1         
## 40          ¦   ¦   °--BusinessNameLine1Txt      
## 41          ¦   ¦--CompensationAmt               
## 42          ¦   ¦--EmployeeBenefitProgramAmt     
## 43          ¦   ¦--PersonNm                      
## 44          ¦   °--TitleTxt                      
## 45          °--OfficerDirectorTrusteeKeyEmpl     
## 46              ¦--AddressUS                     
## 47              ¦   ¦--AddressLine1              
## 48              ¦   ¦--AddressLine2              
## 49              ¦   ¦--City                      
## 50              ¦   ¦--State                     
## 51              ¦   °--ZIPCode                   
## 52              ¦--AvgHoursPerWkDevotedToPosition
## 53              ¦--BusinessName                  
## 54              ¦   ¦--BusinessNameLine1         
## 55              ¦   °--BusinessNameLine1Txt      
## 56              ¦--Compensation                  
## 57              ¦--ContriToEmplBenefitPlansEtc   
## 58              ¦--PersonName                    
## 59              °--Title
SetGraphStyle( nd, rankdir = "LR")
SetEdgeStyle( nd, arrowhead = "vee", color = "grey20", penwidth = 2 )
SetNodeStyle( nd, 
              style = "filled,rounded", 
              shape = "box", 
              fillcolor = "LightBlue", 
              fontname = "helvetica", 
              fontcolor="black",
              tooltip = GetDefaultTooltip )

# SetNodeStyle(acme$IT, fillcolor = "LightBlue", penwidth = "5px")
plot( nd )
# library( networkD3 )
# net <- ToDataFrameNetwork( nd, "name" )
# simpleNetwork( net, fontSize = 12 )
simpleNetwork( el, fontSize = 12 )
#plot with networkD3
radnet <- ToListExplicit( nd, unname = TRUE )
radialNetwork( radnet, fontSize = 12 )








XPATH Summary

Unique Xpaths for this RDB Table

t.xpaths <- 
  concordance %>%
  filter( rdb_table == table.name ) %>% 
  select( xpath ) %>% 
  unique() %>% 
  arrange( xpath ) %>% 
  mutate( id=row_number() ) 

t.xpaths %>% 
  kable( align="l" )
xpath id
/Return/ReturnData/IRS990/Form990PartVIISectionA/AverageHoursPerWeek 1
/Return/ReturnData/IRS990/Form990PartVIISectionA/AverageHoursPerWeekRelated 2
/Return/ReturnData/IRS990/Form990PartVIISectionA/Former 3
/Return/ReturnData/IRS990/Form990PartVIISectionA/HighestCompensatedEmployee 4
/Return/ReturnData/IRS990/Form990PartVIISectionA/IndividualTrusteeOrDirector 5
/Return/ReturnData/IRS990/Form990PartVIISectionA/InstitutionalTrustee 6
/Return/ReturnData/IRS990/Form990PartVIISectionA/KeyEmployee 7
/Return/ReturnData/IRS990/Form990PartVIISectionA/Name/NameBusiness/BusinessNameLine1 8
/Return/ReturnData/IRS990/Form990PartVIISectionA/Name/NameBusiness/BusinessNameLine2 9
/Return/ReturnData/IRS990/Form990PartVIISectionA/Name/NamePerson 10
/Return/ReturnData/IRS990/Form990PartVIISectionA/NameBusiness/BusinessNameLine1 11
/Return/ReturnData/IRS990/Form990PartVIISectionA/NameBusiness/BusinessNameLine2 12
/Return/ReturnData/IRS990/Form990PartVIISectionA/NamePerson 13
/Return/ReturnData/IRS990/Form990PartVIISectionA/Officer 14
/Return/ReturnData/IRS990/Form990PartVIISectionA/OtherCompensation 15
/Return/ReturnData/IRS990/Form990PartVIISectionA/ReportableCompFromOrganization 16
/Return/ReturnData/IRS990/Form990PartVIISectionA/ReportableCompFromRelatedOrgs 17
/Return/ReturnData/IRS990/Form990PartVIISectionA/Title 18
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/AverageHoursPerWeekRltdOrgRt 19
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/AverageHoursPerWeekRt 20
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/BusinessName/BusinessNameLine1 21
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/BusinessName/BusinessNameLine1Txt 22
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/BusinessName/BusinessNameLine2 23
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/BusinessName/BusinessNameLine2Txt 24
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/FormerOfcrDirectorTrusteeInd 25
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/HighestCompensatedEmployeeInd 26
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/IndividualTrusteeOrDirectorInd 27
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/InstitutionalTrusteeInd 28
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/KeyEmployeeInd 29
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/OfficerInd 30
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/OtherCompensationAmt 31
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/PersonNm 32
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/ReportableCompFromOrgAmt 33
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/ReportableCompFromRltdOrgAmt 34
/Return/ReturnData/IRS990/Form990PartVIISectionAGrp/TitleTxt 35
/Return/ReturnData/IRS990/FrmrOfcrDirTrstOrKeyEmployee/BusinessName/BusinessNameLine1 36
/Return/ReturnData/IRS990/FrmrOfcrDirTrstOrKeyEmployee/BusinessName/BusinessNameLine2 37
/Return/ReturnData/IRS990/OfcrDirTrusteesOrKeyEmployee/BusinessName/BusinessNameLine1 38
/Return/ReturnData/IRS990/OfcrDirTrusteesOrKeyEmployee/BusinessName/BusinessNameLine2 39
/Return/ReturnData/IRS990EZ/Form990PartVIISectionA/AverageHoursPerWeek 40
/Return/ReturnData/IRS990EZ/Form990PartVIISectionA/NamePerson 41
/Return/ReturnData/IRS990EZ/Form990PartVIISectionA/OtherCompensation 42
/Return/ReturnData/IRS990EZ/Form990PartVIISectionA/ReportableCompFromOrganization 43
/Return/ReturnData/IRS990EZ/Form990PartVIISectionA/ReportableCompFromRelatedOrgs 44
/Return/ReturnData/IRS990EZ/Form990PartVIISectionA/Title 45
/Return/ReturnData/IRS990EZ/Form990PartVIISectionAGrp/AverageHoursPerWeekRt 46
/Return/ReturnData/IRS990EZ/Form990PartVIISectionAGrp/OtherCompensationAmt 47
/Return/ReturnData/IRS990EZ/Form990PartVIISectionAGrp/PersonNm 48
/Return/ReturnData/IRS990EZ/Form990PartVIISectionAGrp/ReportableCompFromOrgAmt 49
/Return/ReturnData/IRS990EZ/Form990PartVIISectionAGrp/ReportableCompFromRltdOrgAmt 50
/Return/ReturnData/IRS990EZ/Form990PartVIISectionAGrp/TitleTxt 51
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeEmplGrp/AverageHrsPerWkDevotedToPosRt 52
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeEmplGrp/BusinessName/BusinessNameLine1 53
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeEmplGrp/BusinessName/BusinessNameLine1Txt 54
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeEmplGrp/BusinessName/BusinessNameLine2 55
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeEmplGrp/BusinessName/BusinessNameLine2Txt 56
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeEmplGrp/CompensationAmt 57
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeEmplGrp/EmployeeBenefitProgramAmt 58
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeEmplGrp/PersonNm 59
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeEmplGrp/TitleTxt 60
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeKeyEmpl/AvgHoursPerWkDevotedToPosition 61
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeKeyEmpl/BusinessName/BusinessNameLine1 62
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeKeyEmpl/BusinessName/BusinessNameLine2 63
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeKeyEmpl/Compensation 64
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeKeyEmpl/ContriToEmplBenefitPlansEtc 65
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeKeyEmpl/Name 66
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeKeyEmpl/PersonName 67
/Return/ReturnData/IRS990EZ/OfficerDirectorTrusteeKeyEmpl/Title 68

Grouping Variables

Identify all unique groups used in xpaths.

if( is.null(table.headers) )
{ find_table_headers( table.name ) } else
table.headers
##  [1] "//Form990PartVIISectionA/AverageHoursPerWeek"                  
##  [2] "//Form990PartVIISectionA/AverageHoursPerWeekRelated"           
##  [3] "//Form990PartVIISectionA/CompensationFromOtherSources"         
##  [4] "//Form990PartVIISectionA/Former"                               
##  [5] "//Form990PartVIISectionA/FormersListedIn1A"                    
##  [6] "//Form990PartVIISectionA/HighestCompensatedEmployee"           
##  [7] "//Form990PartVIISectionA/IndividualTrusteeOrDirector"          
##  [8] "//Form990PartVIISectionA/InstitutionalTrustee"                 
##  [9] "//Form990PartVIISectionA/KeyEmployee"                          
## [10] "//Form990PartVIISectionA/Line1ATotalGT150K"                    
## [11] "//Form990PartVIISectionA/Name"                                 
## [12] "//Form990PartVIISectionA/NameBusiness"                         
## [13] "//Form990PartVIISectionA/NamePerson"                           
## [14] "//Form990PartVIISectionA/NoListedPersonsCompensated"           
## [15] "//Form990PartVIISectionA/NumberIndividualsGT100K"              
## [16] "//Form990PartVIISectionA/Officer"                              
## [17] "//Form990PartVIISectionA/OtherCompensation"                    
## [18] "//Form990PartVIISectionA/ReportableCompFromOrganization"       
## [19] "//Form990PartVIISectionA/ReportableCompFromRelatedOrgs"        
## [20] "//Form990PartVIISectionA/Title"                                
## [21] "//Form990PartVIISectionA/TotalColumnD"                         
## [22] "//Form990PartVIISectionA/TotalColumnE"                         
## [23] "//Form990PartVIISectionA/TotalColumnF"                         
## [24] "//Form990PartVIISectionAGrp/AverageHoursPerWeekRltdOrgRt"      
## [25] "//Form990PartVIISectionAGrp/AverageHoursPerWeekRt"             
## [26] "//Form990PartVIISectionAGrp/BusinessName"                      
## [27] "//Form990PartVIISectionAGrp/FormerOfcrDirectorTrusteeInd"      
## [28] "//Form990PartVIISectionAGrp/HighestCompensatedEmployeeInd"     
## [29] "//Form990PartVIISectionAGrp/IndividualTrusteeOrDirectorInd"    
## [30] "//Form990PartVIISectionAGrp/InstitutionalTrusteeInd"           
## [31] "//Form990PartVIISectionAGrp/KeyEmployeeInd"                    
## [32] "//Form990PartVIISectionAGrp/OfficerInd"                        
## [33] "//Form990PartVIISectionAGrp/OtherCompensationAmt"              
## [34] "//Form990PartVIISectionAGrp/PersonNm"                          
## [35] "//Form990PartVIISectionAGrp/ReportableCompFromOrgAmt"          
## [36] "//Form990PartVIISectionAGrp/ReportableCompFromRltdOrgAmt"      
## [37] "//Form990PartVIISectionAGrp/TitleTxt"                          
## [38] "//FrmrOfcrDirTrstOrKeyEmployee/BusinessNameLine1"              
## [39] "//FrmrOfcrDirTrstOrKeyEmployee/BusinessNameLine2"              
## [40] "//OfcrDirTrusteesOrKeyEmployee/BusinessNameLine1"              
## [41] "//OfcrDirTrusteesOrKeyEmployee/BusinessNameLine2"              
## [42] "//OfficerDirectorTrusteeEmplGrp/AverageHrsPerWkDevotedToPosRt" 
## [43] "//OfficerDirectorTrusteeEmplGrp/BusinessName"                  
## [44] "//OfficerDirectorTrusteeEmplGrp/CompensationAmt"               
## [45] "//OfficerDirectorTrusteeEmplGrp/EmployeeBenefitProgramAmt"     
## [46] "//OfficerDirectorTrusteeEmplGrp/PersonNm"                      
## [47] "//OfficerDirectorTrusteeEmplGrp/TitleTxt"                      
## [48] "//OfficerDirectorTrusteeKeyEmpl/AddressForeign"                
## [49] "//OfficerDirectorTrusteeKeyEmpl/AddressUS"                     
## [50] "//OfficerDirectorTrusteeKeyEmpl/AvgHoursPerWkDevotedToPosition"
## [51] "//OfficerDirectorTrusteeKeyEmpl/BusinessName"                  
## [52] "//OfficerDirectorTrusteeKeyEmpl/Compensation"                  
## [53] "//OfficerDirectorTrusteeKeyEmpl/ContriToEmplBenefitPlansEtc"   
## [54] "//OfficerDirectorTrusteeKeyEmpl/Name"                          
## [55] "//OfficerDirectorTrusteeKeyEmpl/PersonName"                    
## [56] "//OfficerDirectorTrusteeKeyEmpl/Title"

Groups can then be used to extract the 1:M RDB tables:

if( is.null(table.headers) )
{ table.headers <- find_table_headers( table.name ) }
demo.url <- "https://nccs-efile.s3.us-east-1.amazonaws.com/xml/201913079349300206_public.xml"
doc <- xml2::read_xml( demo.url )
xml2::xml_ns_strip( doc )
df.demo <- get_table_v2( doc, table.name, table.headers )
df.demo 
## # A tibble: 5 × 9
##   PersonNm Title…¹ Avera…² Avera…³ Indiv…⁴ Repor…⁵ Repor…⁶ Other…⁷ Insti…⁸
##   <chr>    <chr>   <chr>   <chr>   <chr>   <chr>   <chr>   <chr>   <chr>  
## 1 Martin … Exec D… 30      0       X       13500   0       0       <NA>   
## 2 Scott C… Presid… 10      0       <NA>    0       0       0       X      
## 3 Rick Sa… Vice P… 1       0       <NA>    0       0       0       X      
## 4 Melinda… Secret… 3       0       <NA>    0       0       0       X      
## 5 Chris O… Treasu… 3       0       <NA>    0       0       0       X      
## # … with abbreviated variable names ¹​TitleTxt, ²​AverageHoursPerWeekRt,
## #   ³​AverageHoursPerWeekRltdOrgRt, ⁴​IndividualTrusteeOrDirectorInd,
## #   ⁵​ReportableCompFromOrgAmt, ⁶​ReportableCompFromRltdOrgAmt,
## #   ⁷​OtherCompensationAmt, ⁸​InstitutionalTrusteeInd

Standardize Variable Names

Mapping of xml variable names to concordance variable names:

get_var_map( table.name=table.name )

A table with proper names:

v.map <- get_var_map( table.name=table.name )

if( ! is.null(df.demo) )
{re_name( df.demo, v.map ) %>% as.data.frame()}
##   F9_07_COMP_DTK_NAME_PERS F9_07_COMP_DTK_TITLE
## 1           Martin Abraham        Exec Director
## 2            Scott Collins            President
## 3             Rick Sartori       Vice President
## 4             Melinda Ulle            Secretary
## 5              Chris Obert            Treasurer
##   F9_07_COMP_DTK_AVE_HOUR_WEEK F9_07_COMP_DTK_AVE_HOUR_WEEK_RL
## 1                           30                               0
## 2                           10                               0
## 3                            1                               0
## 4                            3                               0
## 5                            3                               0
##   F9_07_COMP_DTK_POS_INDIV_TRUST_X F9_07_COMP_DTK_COMP_ORG
## 1                                X                   13500
## 2                             <NA>                       0
## 3                             <NA>                       0
## 4                             <NA>                       0
## 5                             <NA>                       0
##   F9_07_COMP_DTK_COMP_RLTD F9_07_COMP_DTK_COMP_OTH
## 1                        0                       0
## 2                        0                       0
## 3                        0                       0
## 4                        0                       0
## 5                        0                       0
##   F9_07_COMP_DTK_POS_INST_TRUST_X
## 1                            <NA>
## 2                               X
## 3                               X
## 4                               X
## 5                               X