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|
// TODO: The various grouping and verification functions should probably be in
// a separate file and it should be obvious how to adjust or write a new one.
//
// This file contains a port of fuzzycat.verify
// (https://gitlab.com/internetarchive/fuzzycat) to Go.
//go:generate stringer -type=Status,Reason -output verify_string.go verify.go
package skate
import (
"bytes"
"fmt"
"regexp"
"strconv"
"strings"
"unicode/utf8"
"git.archive.org/martin/cgraph/skate/set"
"github.com/segmentio/encoding/json"
)
type (
// Status represents match strength.
Status int
// Reason gives more context to status result.
Reason int
)
const (
StatusUnknown Status = iota
StatusExact
StatusStrong
StatusWeak
StatusDifferent
StatusAmbiguous
StatusUnmatched
ReasonAppendix Reason = iota
ReasonArxiv
ReasonArxivVersion
ReasonBlacklisted
ReasonBlacklistedFragment
ReasonBookChapter
ReasonChemFormula
ReasonComponent
ReasonContainer
ReasonContainerNameBlacklist
ReasonContribIntersectionEmpty
ReasonCustomBSISubdoc
ReasonCustomBSIUndated
ReasonCustomIEEEArxiv
ReasonCustomIOPMAPattern
ReasonCustomPrefix1014288
ReasonCustomPrefix105860ChoiceReview
ReasonCustomPrefix107916
ReasonCustomVHS
ReasonDOI
ReasonDataciteRelatedID
ReasonDataciteVersion
ReasonDatasetDOI
ReasonFigshareVersion
ReasonISBN
ReasonJaccardAuthors
ReasonJstorID
ReasonMaxClusterSizeExceeded
ReasonNumDiff
ReasonPMCID
ReasonPMID
ReasonPMIDDOIPair
ReasonPageCount
ReasonPreprintPublished
ReasonPublisherBlacklist
ReasonReleaseType
ReasonSharedDOIPrefix
ReasonShortTitle
ReasonSingularCluster
ReasonSlugTitleAuthorMatch
ReasonSubtitle
ReasonTitleArtifact
ReasonTitleAuthorMatch
ReasonTitleFilename
ReasonTokenizedAuthors
ReasonURLMatch
ReasonUnknown
ReasonVersionedDOI
ReasonWorkID
ReasonYear
)
var (
PatAppendix = regexp.MustCompile(`appendix ?[^ ]*$`)
PatFigshareVersion = regexp.MustCompile(`[.]v[0-9]+$`)
PatVersionedDOI = regexp.MustCompile(`10[.].*/v[0-9]{1,}$`)
PatArxivVersion = regexp.MustCompile(`(.*)v[0-9]{1,2}$`)
PatFilenameLike = regexp.MustCompile(`.*[.][a-z]{2,3}$`)
PatDigits = regexp.MustCompile(`\d+`)
PatPages = regexp.MustCompile(`([0-9]{1,})-([0-9]{1,})`)
)
// Short name for status.
func (s Status) Short() string {
return strings.ToLower(strings.Replace(s.String(), "Status", "", 1))
}
// Short name for reason.
func (r Reason) Short() string {
return strings.ToLower(strings.Replace(r.String(), "Reason", "", 1))
}
// MatchResult is the result of a verification.
type MatchResult struct {
Status Status
Reason Reason
}
// VerificationPair groups two identifiers and their match status and
// match reason.
type MatchPair struct {
A string
B string
Result MatchResult
}
// AsLine returns a TSV line of the match pair.
func (m *MatchPair) AsLine() string {
return fmt.Sprintf("%s\t%s\t%s\t%s\n", m.A, m.B, m.Result.Status, m.Result.Reason)
}
// JsonMarshalNewline marshals a value as JSON and adds a newline.
func JsonMarshalNewline(v interface{}) ([]byte, error) {
b, err := json.Marshal(v)
if err != nil {
return nil, err
}
b = append(b, []byte("\n")...)
return b, nil
}
// Verify verifies two releases and will ignore short titles.
func Verify(a, b *Release) MatchResult {
return VerifyMinTitleLength(a, b, 5)
}
// Verify follows the fuzzycat (Python) implementation of this function: it
// compares two release entities. The Go version can be used for large batch
// processing (where the Python version might take two or more days).
func VerifyMinTitleLength(a, b *Release, minTitleLength int) MatchResult {
if a.ExtIDs.DOI != "" && a.ExtIDs.DOI == b.ExtIDs.DOI {
return MatchResult{StatusExact, ReasonDOI}
}
if a.WorkID != "" && a.WorkID == b.WorkID {
return MatchResult{StatusExact, ReasonWorkID}
}
aTitleLower := strings.ToLower(a.Title)
bTitleLower := strings.ToLower(b.Title)
if utf8.RuneCountInString(a.Title) < minTitleLength {
return MatchResult{StatusAmbiguous, ReasonShortTitle}
}
if BlacklistTitle.Contains(aTitleLower) {
return MatchResult{StatusAmbiguous, ReasonBlacklisted}
}
if BlacklistTitle.Contains(bTitleLower) {
return MatchResult{StatusAmbiguous, ReasonBlacklisted}
}
for _, fragment := range BlacklistTitleFragments.Slice() {
if strings.Contains(aTitleLower, fragment) {
return MatchResult{StatusAmbiguous, ReasonBlacklistedFragment}
}
}
if strings.Contains(aTitleLower, "subject index") && strings.Contains(bTitleLower, "subject index") {
if a.ContainerID != "" && a.ContainerID != b.ContainerID {
return MatchResult{StatusDifferent, ReasonContainer}
}
}
if a.Title != "" && a.Title == b.Title &&
a.Extra.DataCite.MetadataVersion > 0 && b.Extra.DataCite.MetadataVersion > 0 &&
a.Extra.DataCite.MetadataVersion != b.Extra.DataCite.MetadataVersion {
return MatchResult{StatusExact, ReasonDataciteVersion}
}
if strings.HasPrefix(a.ExtIDs.DOI, "10.14288/") && strings.HasPrefix(b.ExtIDs.DOI, "10.14288/") &&
a.ExtIDs.DOI != b.ExtIDs.DOI {
return MatchResult{StatusDifferent, ReasonCustomPrefix1014288}
}
if strings.HasPrefix(a.ExtIDs.DOI, "10.3403") && strings.HasPrefix(b.ExtIDs.DOI, "10.3403") {
if a.ExtIDs.DOI+"u" == b.ExtIDs.DOI || b.ExtIDs.DOI+"u" == a.ExtIDs.DOI {
return MatchResult{StatusStrong, ReasonCustomBSIUndated}
}
aSubtitle := a.Subtitle()
bSubtitle := b.Subtitle()
if a.Title != "" && a.Title == b.Title &&
((len(aSubtitle) > 0 && aSubtitle[0] != "" && len(bSubtitle) == 0) ||
(len(aSubtitle) == 0 && len(bSubtitle) > 0 && bSubtitle[0] != "")) {
return MatchResult{StatusStrong, ReasonCustomBSISubdoc}
}
}
if strings.HasPrefix(a.ExtIDs.DOI, "10.1149") && strings.HasPrefix(b.ExtIDs.DOI, "10.1149") {
v := "10.1149/ma"
if (strings.HasPrefix(a.ExtIDs.DOI, v) && !strings.HasPrefix(b.ExtIDs.DOI, v)) ||
(!strings.HasPrefix(a.ExtIDs.DOI, v) && strings.HasPrefix(b.ExtIDs.DOI, v)) {
return MatchResult{StatusDifferent, ReasonCustomIOPMAPattern}
}
}
if strings.Contains(a.Title, "Zweckverband Volkshochschule") && a.Title != b.Title {
return MatchResult{StatusDifferent, ReasonCustomVHS}
}
if PatAppendix.MatchString(a.Title) {
return MatchResult{StatusAmbiguous, ReasonAppendix}
}
if strings.HasPrefix(a.ExtIDs.DOI, "10.6084/") && strings.HasPrefix(b.ExtIDs.DOI, "10.6084/") {
av := PatFigshareVersion.ReplaceAllString(a.ExtIDs.DOI, "")
bv := PatFigshareVersion.ReplaceAllString(b.ExtIDs.DOI, "")
if av == bv {
return MatchResult{StatusStrong, ReasonFigshareVersion}
}
}
if PatVersionedDOI.MatchString(a.ExtIDs.DOI) && PatVersionedDOI.MatchString(b.ExtIDs.DOI) {
return MatchResult{StatusStrong, ReasonVersionedDOI}
}
if looksLikeComponent(a.ExtIDs.DOI, b.ExtIDs.DOI) {
return MatchResult{StatusStrong, ReasonVersionedDOI}
}
if len(a.Extra.DataCite.Relations) > 0 || len(b.Extra.DataCite.Relations) > 0 {
getRelatedDOI := func(rel *Release) set.Set {
ss := set.New()
for _, rel := range rel.Extra.DataCite.Relations {
if strings.ToLower(rel.RelatedIdentifierType) != "doi" {
continue
}
ss.Add(rel.RelatedIdentifier())
}
return ss
}
aRelated := getRelatedDOI(a)
bRelated := getRelatedDOI(b)
if aRelated.Contains(b.ExtIDs.DOI) || bRelated.Contains(a.ExtIDs.DOI) {
return MatchResult{StatusStrong, ReasonDataciteRelatedID}
}
}
if a.ExtIDs.Arxiv != "" && b.ExtIDs.Arxiv != "" {
aSub := PatArxivVersion.FindStringSubmatch(a.ExtIDs.Arxiv)
bSub := PatArxivVersion.FindStringSubmatch(b.ExtIDs.Arxiv)
if len(aSub) == 2 && len(bSub) == 2 && aSub[1] == bSub[1] {
return MatchResult{StatusStrong, ReasonArxivVersion}
}
}
if a.ReleaseType != b.ReleaseType {
types := set.FromSlice([]string{a.ReleaseType, b.ReleaseType})
ignoreTypes := set.FromSlice([]string{"article", "article-journal", "report", "paper-conference"})
if types.Intersection(ignoreTypes).IsEmpty() {
return MatchResult{StatusDifferent, ReasonReleaseType}
}
if types.Contains("dataset") && (types.Contains("article") || types.Contains("article-journal")) {
return MatchResult{StatusDifferent, ReasonReleaseType}
}
if types.Contains("book") && (types.Contains("article") || types.Contains("article-journal")) {
return MatchResult{StatusDifferent, ReasonReleaseType}
}
}
if a.ReleaseType == "dataset" && b.ReleaseType == "dataset" && a.ExtIDs.DOI != b.ExtIDs.DOI {
return MatchResult{StatusDifferent, ReasonDatasetDOI}
}
if a.ReleaseType == "chapter" && b.ReleaseType == "chapter" &&
a.Extra.ContainerName != "" && a.Extra.ContainerName != b.Extra.ContainerName {
return MatchResult{StatusDifferent, ReasonBookChapter}
}
if a.Extra.Crossref.Type == "component" && a.Title != b.Title {
return MatchResult{StatusDifferent, ReasonComponent}
}
if a.ReleaseType == "component" && b.ReleaseType == "component" {
if a.ExtIDs.DOI != "" && a.ExtIDs.DOI != b.ExtIDs.DOI {
return MatchResult{StatusDifferent, ReasonComponent}
}
}
aSlugTitle := strings.TrimSpace(strings.Replace(slugifyString(a.Title), "\n", " ", -1))
bSlugTitle := strings.TrimSpace(strings.Replace(slugifyString(b.Title), "\n", " ", -1))
if aSlugTitle == bSlugTitle {
if a.ReleaseYear() != 0 && b.ReleaseYear() != 0 && absInt(a.ReleaseYear()-b.ReleaseYear()) > 40 {
return MatchResult{StatusDifferent, ReasonYear}
}
}
if aSlugTitle == bSlugTitle {
ieeeArxivCheck := func(a, b *Release) (ok bool) {
return doiPrefix(a.ExtIDs.DOI) == "10.1109" && b.ExtIDs.Arxiv != ""
}
if ieeeArxivCheck(a, b) || ieeeArxivCheck(b, a) {
return MatchResult{StatusStrong, ReasonCustomIEEEArxiv}
}
}
if aSlugTitle == bSlugTitle {
if strings.HasPrefix(a.ExtIDs.DOI, "10.7916/") && strings.HasPrefix(b.ExtIDs.DOI, "10.7916/") {
return MatchResult{StatusAmbiguous, ReasonCustomPrefix107916}
}
}
if aSlugTitle == bSlugTitle {
aSubtitle := a.Subtitle()
bSubtitle := b.Subtitle()
for _, aSub := range aSubtitle {
for _, bSub := range bSubtitle {
if slugifyString(aSub) != slugifyString(bSub) {
return MatchResult{StatusDifferent, ReasonSubtitle}
}
}
}
}
rawAuthors := func(rel *Release) (names []string) {
for _, c := range rel.Contribs {
name := strings.TrimSpace(c.RawName)
if name == "" {
continue
}
names = append(names, name)
}
return names
}
aAuthors := set.FromSlice(rawAuthors(a))
bAuthors := set.FromSlice(rawAuthors(b))
aSlugAuthors := set.FromSlice(mapString(slugifyString, aAuthors.Slice()))
bSlugAuthors := set.FromSlice(mapString(slugifyString, bAuthors.Slice()))
if aTitleLower == bTitleLower {
if aAuthors.Len() > 0 && aAuthors.Equals(bAuthors) {
if a.ReleaseYear() > 0 && b.ReleaseYear() > 0 && absInt(a.ReleaseYear()-b.ReleaseYear()) > 4 {
return MatchResult{StatusDifferent, ReasonYear}
}
return MatchResult{StatusExact, ReasonTitleAuthorMatch}
}
}
if looksLikeFilename(a.Title) || looksLikeFilename(b.Title) {
if a.Title != b.Title {
return MatchResult{StatusDifferent, ReasonTitleFilename}
}
}
if a.Title != "" && a.Title == b.Title {
if a.ReleaseYear() > 0 && b.ReleaseYear() > 0 && absInt(a.ReleaseYear()-b.ReleaseYear()) > 2 {
return MatchResult{StatusDifferent, ReasonYear}
}
}
// XXX: skipping chemical formula detection (to few cases; https://git.io/Jtdax)
if len(aSlugTitle) < 10 && aSlugTitle != bSlugTitle {
return MatchResult{StatusAmbiguous, ReasonShortTitle}
}
if PatDigits.MatchString(aSlugTitle) &&
aSlugTitle != bSlugTitle &&
unifyDigits(aSlugTitle) == unifyDigits(bSlugTitle) {
return MatchResult{StatusDifferent, ReasonNumDiff}
}
if aSlugTitle != "" && bSlugTitle != "" &&
strings.ReplaceAll(aSlugTitle, " ", "") == strings.ReplaceAll(bSlugTitle, " ", "") {
if aSlugAuthors.Intersection(bSlugAuthors).Len() > 0 {
if a.ReleaseYear() > 0 && b.ReleaseYear() > 0 && absInt(a.ReleaseYear()-b.ReleaseYear()) > 4 {
return MatchResult{StatusDifferent, ReasonYear}
}
return MatchResult{StatusStrong, ReasonSlugTitleAuthorMatch}
}
}
if a.ReleaseYear() > 0 && a.ReleaseYear() == b.ReleaseYear() && aTitleLower == bTitleLower {
if (a.ExtIDs.PMID != "" && b.ExtIDs.DOI != "") || (b.ExtIDs.PMID != "" && a.ExtIDs.DOI != "") {
return MatchResult{StatusStrong, ReasonPMIDDOIPair}
}
}
if a.ExtIDs.Jstor != "" && b.ExtIDs.Jstor != "" && a.ExtIDs.Jstor != b.ExtIDs.Jstor {
return MatchResult{StatusDifferent, ReasonJstorID}
}
if a.ContainerID != "" && a.ContainerID == b.ContainerID && a.ExtIDs.DOI != b.ExtIDs.DOI &&
doiPrefix(a.ExtIDs.DOI) != "10.1126" &&
doiPrefix(a.ExtIDs.DOI) == doiPrefix(b.ExtIDs.DOI) {
return MatchResult{StatusDifferent, ReasonSharedDOIPrefix}
}
if aAuthors.Len() > 0 && aSlugAuthors.Intersection(bSlugAuthors).IsEmpty() {
numAuthors := set.Min(aSlugAuthors, bSlugAuthors)
score := averageScore(aSlugAuthors, bSlugAuthors)
if (numAuthors < 3 && score > 0.9) || (numAuthors >= 3 && score > 0.5) {
return MatchResult{StatusStrong, ReasonTokenizedAuthors}
}
aTok := set.FromSlice(strings.Fields(aSlugAuthors.Join(" ")))
bTok := set.FromSlice(strings.Fields(bSlugAuthors.Join(" ")))
aTok = set.Filter(aTok, func(s string) bool {
return len(s) > 2
})
bTok = set.Filter(bTok, func(s string) bool {
return len(s) > 2
})
if aTok.Len() > 0 && bTok.Len() > 0 {
if aTok.Jaccard(bTok) > 0.35 {
return MatchResult{StatusStrong, ReasonJaccardAuthors}
}
}
return MatchResult{StatusDifferent, ReasonContribIntersectionEmpty}
}
if doiPrefix(a.ExtIDs.DOI) == "10.5860" || doiPrefix(b.ExtIDs.DOI) == "10.5860" {
return MatchResult{StatusAmbiguous, ReasonCustomPrefix105860ChoiceReview}
}
// XXX: parse pages
aParsedPages := parsePageString(a.Pages)
bParsedPages := parsePageString(b.Pages)
if aParsedPages.Err != nil && bParsedPages.Err != nil {
if absInt(aParsedPages.Count()-bParsedPages.Count()) > 5 {
return MatchResult{StatusDifferent, ReasonPageCount}
}
}
if aAuthors.Equals(bAuthors) &&
a.ContainerID == b.ContainerID &&
a.ReleaseYear() == b.ReleaseYear() &&
a.Title != b.Title &&
(strings.Contains(a.Title, b.Title) || strings.Contains(b.Title, a.Title)) {
return MatchResult{StatusStrong, ReasonTitleArtifact}
}
return MatchResult{
StatusAmbiguous,
ReasonUnknown,
}
}
// generateBiblioRef generates a bibliographic schema document. XXX: This is a bit odd.
func generateBiblioRef(source, target *Release, matchResult MatchResult, provenance string) *BiblioRef {
var bref BiblioRef
bref.SourceReleaseIdent = source.Ident
bref.SourceWorkIdent = source.WorkID
bref.SourceReleaseStage = source.ReleaseStage
if source.ReleaseYear() > 1000 {
bref.SourceYear = source.ReleaseYearString()
}
bref.RefIndex = source.Extra.Skate.Ref.Index
bref.RefKey = source.Extra.Skate.Ref.Key
bref.TargetReleaseIdent = target.Ident
bref.TargetWorkIdent = target.WorkID
bref.MatchProvenance = provenance
bref.MatchStatus = matchResult.Status.Short()
bref.MatchReason = matchResult.Reason.Short()
return &bref
}
type ParsedPages struct {
Start int
End int
Err error
}
func (pp *ParsedPages) Count() int {
return pp.End - pp.Start + 1
}
func parsePageString(s string) *ParsedPages {
s = strings.TrimSpace(s)
var pp = ParsedPages{}
if len(s) == 0 {
pp.Err = fmt.Errorf("parse pages: empty string")
return &pp
}
matches := PatPages.FindStringSubmatch(s)
if len(matches) != 3 {
pp.Err = fmt.Errorf("parse pages: no page pattern")
return &pp
}
start, end := matches[1], matches[2]
if len(end) == 1 && len(start) > 1 && start[len(start)-1] < end[0] {
end = fmt.Sprintf("%s%c", start[:len(start)-1], end[0])
}
if pp.Start, pp.Err = strconv.Atoi(start); pp.Err != nil {
return &pp
}
if pp.End, pp.Err = strconv.Atoi(end); pp.Err != nil {
return &pp
}
if pp.Start > pp.End {
pp.Err = fmt.Errorf("invalid page count: %s", s)
}
return &pp
}
// averageScore take a limited set of authors and calculates pairwise
// similarity scores, then returns the average of the best scores; between 0
// and 1. XXX: This should be revisited and factored out; reading:
// https://github.com/djudd/human-name.
func averageScore(a, b set.Set) float64 {
aTrimmed := a.TopK(5)
bTrimmed := b.TopK(5)
maxScores := make(map[string]float64) // For each a, keep the max.
for _, pair := range aTrimmed.Product(bTrimmed) {
a, b := pair[0], pair[1]
score := authorSimilarityScore(a, b)
if v, ok := maxScores[a]; !ok || score > v {
maxScores[a] = score
}
}
var sum, avg float64
for _, v := range maxScores {
sum += v
}
avg = sum / float64(len(maxScores))
return avg
}
// authorSimilarityScore is a hacky similarity score.
func authorSimilarityScore(s, t string) float64 {
ss := set.FromSlice(tokenNgrams(s, 2))
ts := set.FromSlice(tokenNgrams(t, 2))
return ss.Jaccard(ts)
}
// tokenNgrams are groups of n char-tokens per word-token in string, e.g. for
// n=2 and string "Anne K Lam", we would get ["an", "ne", "k", "la", "m"].
func tokenNgrams(s string, n int) (result []string) {
var buf bytes.Buffer
for _, token := range tokenizeString(s) {
buf.Reset()
for i, c := range token {
if i > 0 && i%n == 0 {
result = append(result, buf.String())
buf.Reset()
}
buf.WriteRune(c) // XXX: skipping error handling
}
result = append(result, buf.String())
}
return
}
func tokenizeString(s string) []string {
return strings.Fields(strings.ToLower(s))
}
func doiPrefix(s string) string {
parts := strings.Split(s, "/")
return parts[0]
}
// unifyDigits replaces all digit groups with a hopefully rare placeholder,
// e.g. "<NUM>"; This is for discovering very similar, yet different
// publications, where e.g. titles differ only by a single or few chars
// representing a year. Examples are yearly publications, e.g. "World Health
// Report 2020", "World Health Report 2021", ... where any plain similarity
// score would yield a high number, yet publications are obviously not the
// same.
func unifyDigits(s string) string {
return PatDigits.ReplaceAllString(s, "<NUM>")
}
// looksLikeFilename returns true, if the given string could be a filename.
func looksLikeFilename(s string) bool {
if len(strings.Fields(s)) > 1 {
return false
}
return PatFilenameLike.MatchString(s)
}
// mapString applies a function on each element of a string slice.
func mapString(f func(string) string, vs []string) (result []string) {
for _, v := range vs {
result = append(result, f(v))
}
return result
}
// absInt returns the absolute value of an int.
func absInt(v int) int {
if v < 0 {
return -v
}
return v
}
// looksLikeComponent returns true, if either a looks like a component of b, or vice versa.
func looksLikeComponent(a, b string) bool {
ac := strings.Split(a, ".")
bc := strings.Split(b, ".")
if len(ac) > 1 {
if strings.Join(ac[0:len(ac)-1], ".") == b {
return true
}
}
if len(bc) > 1 {
if strings.Join(bc[0:len(bc)-1], ".") == a {
return true
}
}
return false
}
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