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TABLE-F9-P03-T01-PROGRAMS.rmd
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TABLE-F9-P03-T01-PROGRAMS.rmd
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---
date: "Last compiled on `r format(Sys.time(), '%d %B, %Y')`"
output:
html_document:
theme: readable
df_print: paged
highlight: tango
toc: yes
toc_float: no
---
<br>
<hr>
<br>
```{r}
table.name <- "F9-P03-T01-PROGRAMS"
table.headers <- c(
"//IRS990/Activity2",
"//IRS990/Activity3",
"//IRS990/ActivityOther",
"//Form990PartIII/Activity2",
"//Form990PartIII/Activity3",
"//Form990PartIII/ActivityOther",
"//IRS990/ProgSrvcAccomActy2Grp",
"//IRS990/ProgSrvcAccomActy3Grp",
"//IRS990/ProgSrvcAccomActyOtherGrp",
"//IRS990/ProgramServiceAccomplishments",
"//IRS990EZ/ProgSrvcAccomActy2Grp",
"//IRS990EZ/ProgSrvcAccomActy3Grp",
"//IRS990EZ/ProgSrvcAccomActyOtherGrp",
"//IRS990EZ/ProgramServiceAccomplishment",
"//IRS990EZ/ProgramSrvcAccomplishmentGrp" )
folder.name <- paste0( "TABLE-", table.name )
sample.size <- 25
# # ACTIVITY 2
#
# table.headers <- c(
# "//IRS990/Activity2",
# "//Form990PartIII/Activity2",
# "//IRS990/ProgSrvcAccomActy2Grp",
# "//IRS990EZ/ProgSrvcAccomActy2Grp" )
#
# # ACTIVITY 3
#
# table.headers <- c(
# "//IRS990/Activity3",
# "//Form990PartIII/Activity3",
# "//IRS990/ProgSrvcAccomActy3Grp",
# "//IRS990EZ/ProgSrvcAccomActy3Grp" )
#
# # OTHER
#
# table.headers <- c(
# "//IRS990/ActivityOther",
# "//Form990PartIII/ActivityOther",
# "//IRS990/ProgSrvcAccomActyOtherGrp",
# "//IRS990EZ/ProgSrvcAccomActyOtherGrp" )
```
---
title: "TABLE NAME: `r table.name`"
---
```{r setup, include=FALSE}
knitr::opts_chunk$set( echo=TRUE, message=F, warning=F, fig.width=10 )
```
# Setup
## Load Packages
```{r, echo=F, eval=F}
# RUN ONCE TO INSTALL PACKAGES
devtools::install_github( 'ultinomics/xmltools' )
devtools::install_github( 'nonprofit-open-data-collective/irs990efile' )
package.list <-
c( "purrr","xml2","XML",
"dplyr","pander",
"httr","data.tree",
"networkD3","igraph")
install.packages( package.list )
```
```{r}
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
```{r}
#######
####### DATA USED IN THE REPORT:
####### UPDATE TO MATCH TABLE
#######
index <-
tinyindex %>%
dplyr::filter( FormType %in% c("990","990EZ") )
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.
<br>
The full data dictionary is available on GitHub.
[**DATA DICTIONARY**](https://nonprofit-open-data-collective.github.io/irs990efile/data-dictionary/data-dictionary.html)
<br>
```{r, echo=F}
column.order <-
c("variable_name", "xpath", "description", "location_code_xsd",
"location_code_family", "location_code", "form", "form_type",
"form_part", "form_line_number", "variable_scope", "data_type_xsd",
"data_type_simple", "rdb_relationship", "rdb_table", "required",
"versions", "latest_version", "duplicated", "current_version",
"production_rule", "validated")
concordance <-
concordance[ , column.order ] %>%
arrange( variable_name )
```
```{r}
concordance %>%
filter( rdb_table == table.name )
```
```{r eval=F, echo=F}
rdb.tables <- concordance$rdb_table
unique( rdb.tables[ concordance$rdb_relationship == "MANY" ] )
# [1] "F9-P03-T01-PROGRAMS"
# [2] "F9-P07-T02-CONTRACTORS"
# [3] "F9-P07-T01-COMPENSATION"
# [4] "F9-P07-T01-COMPENSATION-HCE-EZ"
# [5] "F9-P99-T01-COMPENSATION"
# [6] "F9-P08-T01-REVENUE-PROGRAMS"
# [7] "F9-P08-T02-REVENUE-MISC"
# [8] "F9-P09-T01-EXPENSES-OTHER"
# [9] "SA-P01-T01-PUBLIC-CHARITY-STATUS"
# [10] "SA-P99-T01-PUBLIC-CHARITY-STATUS"
# [11] "SC-P01-T01-POLITICAL-ORGS-INFO"
# [12] "SD-P07-T01-INVESTMENTS-OTH-SECURITIES"
# [13] "SD-P08-T01-INVESTMENTS-PROG-RLTD"
# [14] "SD-P09-T01-OTH-ASSETS"
# [15] "SD-P10-T01-OTH-LIABILITIES"
# [16] "SF-P01-T01-FRGN-ACTS-BY-REGION"
# [17] "SF-P02-T01-FRGN-ORG-GRANTS"
# [18] "SF-P03-T01-FRGN-INDIV-GRANTS"
# [19] "SG-P01-T01-FUNDRAISERS-INFO"
# [20] "SG-P02-T01-FUNDRAISING-EVENTS"
# [21] "SH-P04-T01-COMPANY-JOINT-VENTURES"
# [22] "SH-P05-T01-HOSPITAL-FACILITY"
# [23] "SH-P05-T02-NON-HOSPITAL-FACILITY"
# [24] "SI-P02-T01-GRANTS-US-ORGS-GOVTS"
# [25] "SI-P03-T01-GRANTS-US-INDIV"
# [26] "SJ-P02-T01-COMPENSATION-DTK"
# [27] "SK-P01-T01-BOND-ISSUES"
# [28] "SK-P02-T01-BOND-PROCEEDS"
# [29] "SK-P03-T01-BOND-PRIVATE-BIZ-USE"
# [30] "SK-P04-T01-BOND-ARBITRAGE"
# [31] "SK-P05-T01-PROCEDURE-CORRECTIVE-ACT"
# [32] "SK-P99-T01-BOND-PRIVATE_BIZ_USE"
# [33] "SL-P01-T01-EXCESS-BENEFIT-TRANSAC"
# [34] "SL-P02-T01-LOANS-INTERESTED-PERS"
# [35] "SL-P03-T01-GRANTS-INTERESTED-PERS"
# [36] "SL-P04-T01-BIZ-TRANSAC-INTERESTED-PERS"
# [37] "SM-P01-T01-NONCASH-CONTRIBUTIONS"
# [38] "SN-P01-T01-LIQUIDATION-TERMINATION-DISSOLUTION"
# [39] "SN-P02-T01-DISPOSITION-OF-ASSETS"
# [40] "SO-T99-SUPPLEMENTAL-INFO"
# [41] "SR-P01-T01-ID-DISREGARDED-ENTITIES"
# [42] "SR-P02-T01-ID-RLTD-TAX-EXEMPED-ORGS"
# [43] "SR-P03-T01-ID-RLTD-ORGS-TAXABLE-PARTNERSHIP"
# [44] "SR-P04-T01-ID-RLTD-ORGS-TAXABLE-CORPORATION"
# [45] "SR-P05-T01-TRANSACTIONS-RLTD-ORGS"
# [46] "SR-P06-T01-UNRLTD-ORGS-TAXABLE-PARTNERSHIP"
```
<br>
<br>
<br>
<hr>
<br>
<br>
<br>
```{r, echo=F}
t.xpaths <-
concordance %>%
filter( rdb_table == table.name ) %>%
select( xpath ) %>%
unique() %>%
arrange( xpath ) %>%
mutate( id=row_number() )
t.xpaths %>%
kable( align="l" )
```
```{r}
xpaths <- as.character( t.xpaths$xpath )
el <- create_edgelist_v1( xpaths )
nd <- FromDataFrameNetwork( network=el )
print( nd )
```
```{r, fig.height=20}
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$IT, fillcolor = "LightBlue", penwidth = "5px")
plot( nd )
```
```{r}
# old version
find_group_names( table.name )
# new version
find_table_headers( table.name )
# manual
if( ! is.null(table.headers) )
{table.headers}
```
<br>
<br>
<br>
<hr>
<br>
<br>
<br>
# Build the Table
```{r, results="hide"}
# create new folder
dir.create( folder.name )
setwd( folder.name )
# create sample
set.seed( 1234 )
sample.index <- sample_n( index, sample.size )
write.csv( index, "sample-index.csv", row.names=F )
sample.urls <- sample.index$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: **`r table.name`**
```{r, echo=F, results="hold", eval=T}
# print( paste0( "TABLE: ", table.name ) )
print( paste0( "NUMBER OF RETURNS PROCESSED: ", length(sample.urls) ) )
print( paste0( "TOTAL NUMBER OF TABLE ROWS: ", nrow(df) ) )
# NUMBER OF RETURNS PROCESSED: **`r length(sample.urls)`**
# TOTAL NUMBER OF TABLE ROWS: **`r nrow(df)`**
```
TOTAL RUN TIME:
```{r, results='hold', echo=F}
print( end.build.time - start.build.time )
print( difftime( start.build.time, end.build.time, units="hours") )
```
## Write to File
```{r}
write.csv( df, paste0( folder.name, "/", table.name, ".csv" ), row.names=F )
head(df)
```
Are all names standardized?
```{r}
names(df)
```
<br>
<br>
<br>
<hr>
<br>
<br>
<br>
# Diagnostics
## Missing or Extra XPATHS
Check for xpaths that were used in the tables but do not exist in the Concordance file.
```{r}
c.table <- dplyr::filter( concordance, rdb_table == table.name )
xpath.concordance <- c.table$xpath
setdiff( all.xpaths, xpath.concordance )
```
Capture to update the Concordance file.
```{r}
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.
```{r}
if( length(fail.log) > 0 )
{
sapply( fail.log, get_message ) %>%
table() %>%
pander()
} else {
print("ALL URLs ARE VALID")
}
```
<br>
<br>
<br>
<hr>
<br>
<br>
<br>
# XML Table Structure
```{r, eval=F, echo=F}
### Get nodesets from test data:
if( is.null(table.headers) )
{ table.headers <- find_table_headers( table.name ) }
all.headers <- paste0( table.headers, collapse="|" )
node.list <- list()
for( i in 1:length( test.urls ) )
{
url <- test.urls[i]
doc <- NULL
try( doc <- xml2::read_xml( file(url) ), silent=T )
if( is.null(doc) ) next
xml2::xml_ns_strip( doc )
node.list[[i]] <- xml2::xml_find_all( doc, all.headers, flatten=TRUE )
# node.list[[i]] <- XML::getNodeSet( doc, all.groups )
}
### Getting xpaths from nodelists:
get_unique_xpaths <- function(x)
{
xpz <-
x %>%
xml_parent() %>%
xmltools::xml_get_paths() %>%
unlist() %>%
unique()
return(xpz)
}
all.xpaths <-
lapply( node.list, get_unique_xpaths ) %>%
unlist() %>%
unique()
```
## 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.
```{r, eval=F, echo=F}
all.xpaths <-
readLines( paste0( folder.name,"/XPATH-LOG.txt" ) ) %>%
unique() %>%
sort()
```
```{r}
# KEEP ROOT NOTES Return & ReturnData
el <- create_edgelist_v1( all.xpaths )
```
<br>
<hr>
<br>
Edgelist format:
```{r, echo=F}
el.demo <-
structure(list(V1 = c("Return", "ReturnData", "IRS990", "Form990PartVIISectionAGrp",
"Form990PartVIISectionAGrp", "Form990PartVIISectionAGrp", "Form990PartVIISectionAGrp",
"Form990PartVIISectionAGrp", "Form990PartVIISectionAGrp", "Form990PartVIISectionAGrp"
), V2 = c("ReturnData", "IRS990", "Form990PartVIISectionAGrp",
"PersonNm", "TitleTxt", "AverageHoursPerWeekRt", "IndividualTrusteeOrDirectorInd",
"OfficerInd", "ReportableCompFromOrgAmt", "ReportableCompFromRltdOrgAmt"
)), row.names = c(NA, 10L), class = "data.frame")
el.demo %>% pander()
```
<br>
<br>
<br>
<hr>
<br>
<br>
<br>
## Visualize Tree Structure
```{r}
# library( data.tree )
nd <- FromDataFrameNetwork( network=el )
print( nd )
```
```{r, fig.height=20}
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 )
```
```{r}
# library( networkD3 )
# net <- ToDataFrameNetwork( nd, "name" )
# simpleNetwork( net, fontSize = 12 )
simpleNetwork( el, fontSize = 12 )
```
```{r, fig.height=10}
#plot with networkD3
radnet <- ToListExplicit( nd, unname = TRUE )
radialNetwork( radnet, fontSize = 12 )
```
```{r, fig.height=15, eval=F, echo=F}
diagonalNetwork( List = radnet,
fontSize = 12,
opacity = 0.9)
```
```{r,eval=F, echo=F}
## Compare 990 to 990EZ Trees
# DROP TOP TWO NODES: Return & ReturnData
el <- create_edgelist_v2( all.xpaths )
# library( igraph )
g <- graph_from_data_frame( d=el, directed=TRUE, vertices=NULL )
plot( g, layout=layout_as_tree )
```
<br>
<br>
<br>
<hr>
<br>
<br>
<br>
# XPATH Summary
## Unique Xpaths for this RDB Table
```{r}
t.xpaths <-
concordance %>%
filter( rdb_table == table.name ) %>%
select( xpath ) %>%
unique() %>%
arrange( xpath ) %>%
mutate( id=row_number() )
t.xpaths %>%
kable( align="l" )
```
```{r, echo=F, eval=F}
## Compare xpath Levels
xpaths <- as.character( t.xpaths$xpath )
nodes <- strsplit( xpaths, "/" )
xpath.levels <- sapply( nodes, length )
max.lev <- max( xpath.levels )
nodes <- lapply( nodes, function(x){ c(x, rep("",max.lev-length(x) ) ) } )
# compare xpath levels
xpath.levels <- data.frame( do.call( cbind, nodes ), stringsAsFactors=F )
xpath.levels[ , 1:10 ]
```
## Grouping Variables
Identify all unique groups used in xpaths.
```{r}
if( is.null(table.headers) )
{ find_table_headers( table.name ) } else
table.headers
```
Groups can then be used to extract the 1:M RDB tables:
```{r, paged.print=FALSE}
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
```
## Standardize Variable Names
Mapping of xml variable names to concordance variable names:
```{r}
get_var_map( table.name=table.name )
```
A table with proper names:
```{r paged.print=FALSE}
v.map <- get_var_map( table.name=table.name )
if( ! is.null(df.demo) )
{re_name( df.demo, v.map ) %>% as.data.frame()}
```
<br>
<br>
<br>
<hr>
<br>
<br>
<br>
## Print Table Structure
Demo of functions - demo data only.
```{r, eval=F, echo=F}
node.list[[1]] %>% xml_parent() %>% xml2::xml_structure()
```
```
[[1]]
<Form990PartVIISectionAGrp>
<PersonNm>
{text}
<TitleTxt>
{text}
<AverageHoursPerWeekRt>
{text}
<IndividualTrusteeOrDirectorInd>
{text}
<OfficerInd>
{text}
<ReportableCompFromOrgAmt>
{text}
<ReportableCompFromRltdOrgAmt>
{text}
<OtherCompensationAmt>
{text}
```
```{r, eval=F}
node.list[[1]] %>% xml_parent() %>% xmltools::xml_view_trees()
```
```
(1) ------------
+-- Form990PartVIISectionAGrp
+-- PersonNm
+-- TitleTxt
+-- AverageHoursPerWeekRt
+-- IndividualTrusteeOrDirectorInd
+-- OfficerInd
+-- ReportableCompFromOrgAmt
+-- ReportableCompFromRltdOrgAmt
++-- OtherCompensationAmt
(2) ------------
+-- Form990PartVIISectionAGrp
+-- PersonNm
+-- TitleTxt
+-- AverageHoursPerWeekRt
+-- IndividualTrusteeOrDirectorInd
+-- OfficerInd
+-- ReportableCompFromOrgAmt
+-- ReportableCompFromRltdOrgAmt
++-- OtherCompensationAmt
```
```{css, echo=F}
h1, h2{
margin-top:80px;
margin-bottom:20px;
}
h1{
color: #762e0c;
font-size: 38px;
text-transform: uppercase;
}
h2, h3{
color: #003169;
font-size: 30px;
}
table
{
margin-left: auto;
margin-right: auto;
margin-top:80px;
margin-bottom:800px;
}
img {
max-width: 90%;
display: block;
margin-right: auto;
margin-left: auto;
margin-top:30px;
margin-bottom:20px;
}
```