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intuit / fuzzy-matcher

A Java library to determine probability of objects being similar.
Apache License 2.0
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Inconsistency in matching results #18

Closed centipod closed 4 years ago

centipod commented 4 years ago

Hi there!

I am running some matching tests with your library on a large dataset of bank transactions. The documents used for matching have a single TEXT field, containing the description of the transaction. On running the matching, I found that some strings that should be an exact match, come back with a probability as low as 0.5. See the below sample:

{[{'Immediate Payment Fee,'}]}
Matching {{[{'Immediate Payment Fee,'}]}, 0.6666666666666666}
Matching {{[{'Immediate Payment Fee,'}]}, 0.6666666666666666}
Matching {{[{'Immediate Payment Fee,'}]}, 0.6666666666666666}
Matching {{[{'Immediate Payment Fee,'}]}, 0.6666666666666666}
Matching {{[{'Immediate Payment Fee,'}]}, 0.6666666666666666}
Matching {{[{'Immediate Payment Fee,'}]}, 0.6666666666666666}
Matching {{[{'Immediate Payment Fee,'}]}, 1.0}
Matching {{[{'Immediate Payment Fee,'}]}, 0.6666666666666666}
Matching {{[{'Immediate Payment Fee,'}]}, 0.6666666666666666}
Matching {{[{'Immediate Payment Fee,'}]}, 0.6666666666666666}
Matching {{[{'Immediate Payment Fee,'}]}, 0.6666666666666666}
Matching {{[{'Immediate Payment Fee,'}]}, 0.6666666666666666}
Matching {{[{'Immediate Payment Fee,'}]}, 0.6666666666666666}

The top line is the document that is matched and the other lines are the matching results. The implementation of my test is as straightforward as can be, I believe:

            // Build document input
            List<Document> documents = new ArrayList<>();
            transactions.stream().forEach(t -> {

                documents.add(new Document.Builder(String.valueOf(index.incrementAndGet()))
                    .addElement(new Element.Builder().setType(ElementType.TEXT).setValue(t.getDescription()).createElement())
                    .createDocument());
            });

            MatchService matchService = new MatchService();
            Map<Document, List<Match<Document>>> matched = matchService.applyMatch(documents);

            for (Iterator<Document> i = matched.keySet().iterator(); i.hasNext(); ) {

                Document d = i.next();
                System.out.println("");
                System.out.println(d.toString());
                matched.get(d).stream().forEach(doc -> {

                    System.out.println("Matching " + doc.toString());
                });
            }

I'd love to use your library for my project and hope to contribute, but I think I need to first understand why not all matches are being returned as 1.0 as all the strings are identical.

Thanks!

manishobhatia commented 4 years ago

Hi Christian, I created a branch with your test in it

https://github.com/intuit/fuzzy-matcher/blob/79f8e0ce3796a7e40632a95239687ca1938497de/src/test/java/com/intuit/fuzzymatcher/component/MatchServiceTest.java#L579

Can you check if this is accurate ? I am unable to see the result you showed.

If you can modify that test with a small set of data you have , I can debug and see where the issue is

centipod commented 4 years ago

Hi Manish,

Thanks for the quick response.

The only difference I can find is that your test uses List and mine List. I’ll replace my code with List and see if I get the same results. End of the day, I only need the String so that would be a plausible solution.

I’ll try now and let you know.

Thanks!

Christian Schuit Centipod

christian.schuit@centipod.nlmailto:christian.schuit@centipod.nl +31 (0)623 386 645 +27 (0)72 946 8830 www.centipod.nlhttp://www.centipod.nl

From: Manish Bhatia notifications@github.com Reply to: intuit/fuzzy-matcher reply@reply.github.com Date: Tuesday, 3 December 2019 at 06:20 To: intuit/fuzzy-matcher fuzzy-matcher@noreply.github.com Cc: ChristianSchuit christian.schuit@gmail.com, Author author@noreply.github.com Subject: Re: [intuit/fuzzy-matcher] Inconsistency in matching results (#18)

Hi Christian, I created a branch with your test in it

https://github.com/intuit/fuzzy-matcher/blob/79f8e0ce3796a7e40632a95239687ca1938497de/src/test/java/com/intuit/fuzzymatcher/component/MatchServiceTest.java#L579

Can you check if this is accurate ? I am unable to see the result you showed.

If you can modify that test with a small set of data you have , I can debug and see where the issue is

— You are receiving this because you authored the thread. Reply to this email directly, view it on GitHubhttps://github.com/intuit/fuzzy-matcher/issues/18?email_source=notifications&email_token=ABLIWUMMV32SJEJ6SWKPXK3QWXM7NA5CNFSM4JUEC5A2YY3PNVWWK3TUL52HS4DFVREXG43VMVBW63LNMVXHJKTDN5WW2ZLOORPWSZGOEFYAZXY#issuecomment-560991455, or unsubscribehttps://github.com/notifications/unsubscribe-auth/ABLIWUJN6XRZFOAJBSJ5JGDQWXM7NANCNFSM4JUEC5AQ.

centipod commented 4 years ago

Hi Manish,

When I use the list you have on line 582, I get the correct results. I’ll go dig into my data set and find why it is behaving like this. Manual inspection of the data shows me that they are identical but perhaps I am missing something here.

I’ll close the issue.

Thanks!

Christian Schuit Centipod

christian.schuit@centipod.nlmailto:christian.schuit@centipod.nl +31 (0)623 386 645 +27 (0)72 946 8830 www.centipod.nlhttp://www.centipod.nl

From: Manish Bhatia notifications@github.com Reply to: intuit/fuzzy-matcher reply@reply.github.com Date: Tuesday, 3 December 2019 at 06:20 To: intuit/fuzzy-matcher fuzzy-matcher@noreply.github.com Cc: ChristianSchuit christian.schuit@gmail.com, Author author@noreply.github.com Subject: Re: [intuit/fuzzy-matcher] Inconsistency in matching results (#18)

Hi Christian, I created a branch with your test in it

https://github.com/intuit/fuzzy-matcher/blob/79f8e0ce3796a7e40632a95239687ca1938497de/src/test/java/com/intuit/fuzzymatcher/component/MatchServiceTest.java#L579

Can you check if this is accurate ? I am unable to see the result you showed.

If you can modify that test with a small set of data you have , I can debug and see where the issue is

— You are receiving this because you authored the thread. Reply to this email directly, view it on GitHubhttps://github.com/intuit/fuzzy-matcher/issues/18?email_source=notifications&email_token=ABLIWUMMV32SJEJ6SWKPXK3QWXM7NA5CNFSM4JUEC5A2YY3PNVWWK3TUL52HS4DFVREXG43VMVBW63LNMVXHJKTDN5WW2ZLOORPWSZGOEFYAZXY#issuecomment-560991455, or unsubscribehttps://github.com/notifications/unsubscribe-auth/ABLIWUJN6XRZFOAJBSJ5JGDQWXM7NANCNFSM4JUEC5AQ.

centipod commented 4 years ago

Just to add for completion:

I tested the following three scenarios:

I suspect Spring Data has something to do with this. If I find any more details, I'll drop them here.

Thanks!

centipod commented 4 years ago

One more update: I have a file with data that, when reading straight from the file, still returns the unexpected results. Is there a way I can share this file with you for testing? This is not information I can share publicly on this thread.

Thanks!

manishobhatia commented 4 years ago

if its not too big, can you mail it to manish_bhatia@intuit.com ?

centipod commented 4 years ago

Hello Manish,

Thanks for this. Please find attached the data file (data2.txt) and the results file containing what I would get when running the below code:

        // Document index

        final AtomicInteger index = new AtomicInteger(0);

        // List for strings

        List<String> list = new ArrayList<>();

        // Read from file

        BufferedReader r = new BufferedReader(new FileReader(new File("./data.txt")));

        String line = null;

        while ((line = r.readLine()) != null) {

            list.add(line);

        }

        r.close();

        // Build document input

        List<Document> documents = new ArrayList<>();

        list.stream().forEach(t -> {

            documents.add(new Document.Builder(String.valueOf(index.incrementAndGet()))

                .addElement(new Element.Builder().setType(ElementType.TEXT).setValue(t).createElement())

                .createDocument());

        });

        MatchService matchService = new MatchService();

        Map<Document, List<Match<Document>>> matched = matchService.applyMatch(documents);

        for (Iterator<Document> i = matched.keySet().iterator(); i.hasNext(); ) {

            Document d = i.next();

            System.out.println("");

            System.out.println(d.toString());

            matched.get(d).stream().forEach(doc -> {

                System.out.println("Matching " + doc.toString());

            });

        }

Many thanks for your support!

Christian Schuit Centipod

christian.schuit@centipod.nlmailto:christian.schuit@centipod.nl +31 (0)623 386 645 +27 (0)72 946 8830 www.centipod.nlhttp://www.centipod.nl

From: Manish Bhatia notifications@github.com Reply to: intuit/fuzzy-matcher reply@reply.github.com Date: Wednesday, 4 December 2019 at 02:41 To: intuit/fuzzy-matcher fuzzy-matcher@noreply.github.com Cc: ChristianSchuit christian.schuit@gmail.com, State change state_change@noreply.github.com Subject: Re: [intuit/fuzzy-matcher] Inconsistency in matching results (#18)

if its not too big, can you mail it to manish_bhatia@intuit.commailto:manish_bhatia@intuit.com ?

— You are receiving this because you modified the open/close state. Reply to this email directly, view it on GitHubhttps://github.com/intuit/fuzzy-matcher/issues/18?email_source=notifications&email_token=ABLIWUPWPLFJMK3DLUVHOT3QW2Y7TA5CNFSM4JUEC5A2YY3PNVWWK3TUL52HS4DFVREXG43VMVBW63LNMVXHJKTDN5WW2ZLOORPWSZGOEF2SIJQ#issuecomment-561325094, or unsubscribehttps://github.com/notifications/unsubscribe-auth/ABLIWULUJUDEFOCLPAS66NLQW2Y7TANCNFSM4JUEC5AQ.

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Notification Fee Mr Price Tableview Card 5434 MR PRICE BAYSIDE TA TABLEVIEW ZAZA Banking App Transfer to 1575490259 Grandpa GRANDPA 15 On Orange Hotel Cape Town Card 0619 15 ON ORANGE HOTEL CAPE TOWN WCZA Engen Kaapstad Card 0619 ENGEN SUNNINGDALE CONV KAAPSTAD WCZA SMS Notification Fee Pick n Pay Sunningdale Card 0619 PNP SUNNINGDALE SUNNINGDALE ZAZA Monthly Account Admin Fee SMS Notification Fee Banking App Payment Mla Ministries MLA MINISTRIES 3 1 Tableview Card 0619 3 1 TABLEVIEW TABLEVIEW ZAZA Pick n Pay Sunningdale Card 0619 PNP CRP SUNNINGDALE SUNNINGDALE ZAZA Catch 22 Tableview Card 0619 CATCH 22 TABLEVIEW ZAZA Cash Withdrawal Pnp Fam Circle Centre Card 0619 PNP FAM CIRCLE CENTRE TABLEVIEW ZAZA Banking App Transfer to 1300852338 Cindy Orange CINDY ORANGE Cash Crusaders Parow Card 0619 CASH CRUSADERS PAROW WCZA Banking App Payment Mla Ministries MLA MINISTRIES SMS Notification Fee Woolworths Tableview Card 0619 WOOLWORTHS BAYSIDTRE TABLEVIEW ZAZA Total Cape Town Card 0619 TOTAL RA MELKBOS CAPE TOWN WCZA SMS Notification Fee Cash Withdrawal Fee ATM Payment Fee Correction Prepaid Purchase Cash Withdrawal Fee ATM Total Milnerton Card 0619 TOTAL PARKLANDS MILNERTON WCZA Banking App Transfer to 1377210829 Chrisharna CHRISHARNA ATM Cash Withdrawal Fee Online Purchase Uber Trip Help uber co Help uber com Card 0619 UBER TRIP HELP UBER CO help uber comNLNL SMS Notification Fee Engen Atlantis Card 0619 ENGEN SWARTLAND 1 STOP ATLANTIS WCZA Interest Received Payment Fee Flm Sandown Parklands Card 5434 FLM SANDOWN PARKLANDS ZAZA ATM Cash Withdrawal Fee Vans Office Supplies Montague Gard Card 5434 VANS OFFICE SUPPLIES MONTAGUE GARDZAZA Vans Office Supplies Montague Gard Card 5434 VANS OFFICE SUPPLIES MONTAGUE GARDZAZA Cash Withdrawal Fee ATM ATM Cash Withdrawal Sparkatm King Shaka Airport Card 5434 SparkATM King Shaka Airport Durban 04ZA Checkers Milnerton Card 5434 CheckersHyper Sandown MILNERTON ZA ATM Cash Withdrawal Milnerton 2 Card 5434 MILNERTON 2 CAPE TOWN WCZA Immediate Payment Fee Debit Order Fee ATM Cash Withdrawal Athlone Vangate M Card 5434 ATM Athlone Vangate M Athlone 09ZA Flm Sandown Parklands Card 5434 FLM SANDOWN PARKLANDS ZAZA OK MiniMark Melkbosstrand Card 5434 OK MINI MARK MELKBOSSTRANDZAZA

12:42:56.701 [main] DEBUG org.springframework.test.context.junit4.SpringJUnit4ClassRunner - SpringJUnit4ClassRunner constructor called with [class za.co.truid.collect.categorize.FuzzyCategorization] 12:42:56.712 [main] DEBUG org.springframework.test.context.BootstrapUtils - Instantiating CacheAwareContextLoaderDelegate from class [org.springframework.test.context.cache.DefaultCacheAwareContextLoaderDelegate] 12:42:56.719 [main] DEBUG org.springframework.test.context.BootstrapUtils - Instantiating BootstrapContext using constructor [public org.springframework.test.context.support.DefaultBootstrapContext(java.lang.Class,org.springframework.test.context.CacheAwareContextLoaderDelegate)] 12:42:56.738 [main] DEBUG org.springframework.test.context.BootstrapUtils - Instantiating TestContextBootstrapper for test class [za.co.truid.collect.categorize.FuzzyCategorization] from class [org.springframework.boot.test.context.SpringBootTestContextBootstrapper] 12:42:56.765 [main] DEBUG org.springframework.test.context.support.AbstractContextLoader - Did not detect default resource location for test class [za.co.truid.collect.categorize.FuzzyCategorization]: class path resource [za/co/truid/collect/categorize/FuzzyCategorization-context.xml] does not exist 12:42:56.765 [main] DEBUG org.springframework.test.context.support.AbstractContextLoader - Did not detect default resource location for test class [za.co.truid.collect.categorize.FuzzyCategorization]: class path resource [za/co/truid/collect/categorize/FuzzyCategorizationContext.groovy] does not exist 12:42:56.765 [main] INFO org.springframework.test.context.support.AbstractContextLoader - Could not detect default resource locations for test class [za.co.truid.collect.categorize.FuzzyCategorization]: no resource found for suffixes {-context.xml, Context.groovy}. 12:42:56.806 [main] DEBUG org.springframework.test.context.support.ActiveProfilesUtils - Could not find an 'annotation declaring class' for annotation type [org.springframework.test.context.ActiveProfiles] and class [za.co.truid.collect.categorize.FuzzyCategorization] 12:42:56.906 [main] DEBUG org.springframework.boot.test.context.SpringBootTestContextBootstrapper - @TestExecutionListeners is not present for class [za.co.truid.collect.categorize.FuzzyCategorization]: using defaults. 12:42:56.906 [main] INFO org.springframework.boot.test.context.SpringBootTestContextBootstrapper - Loaded default TestExecutionListener class names from location [META-INF/spring.factories]: [org.springframework.boot.test.mock.mockito.MockitoTestExecutionListener, org.springframework.boot.test.mock.mockito.ResetMocksTestExecutionListener, org.springframework.boot.test.autoconfigure.restdocs.RestDocsTestExecutionListener, org.springframework.boot.test.autoconfigure.web.client.MockRestServiceServerResetTestExecutionListener, org.springframework.boot.test.autoconfigure.web.servlet.MockMvcPrintOnlyOnFailureTestExecutionListener, org.springframework.boot.test.autoconfigure.web.servlet.WebDriverTestExecutionListener, org.springframework.test.context.web.ServletTestExecutionListener, org.springframework.test.context.support.DirtiesContextBeforeModesTestExecutionListener, org.springframework.test.context.support.DependencyInjectionTestExecutionListener, org.springframework.test.context.support.DirtiesContextTestExecutionListener, org.springframework.test.context.transaction.TransactionalTestExecutionListener, org.springframework.test.context.jdbc.SqlScriptsTestExecutionListener] 12:42:56.924 [main] INFO org.springframework.boot.test.context.SpringBootTestContextBootstrapper - Using TestExecutionListeners: [org.springframework.test.context.web.ServletTestExecutionListener@14d3bc22, org.springframework.test.context.support.DirtiesContextBeforeModesTestExecutionListener@12d4bf7e, org.springframework.boot.test.mock.mockito.MockitoTestExecutionListener@4c1d9d4b, org.springframework.boot.test.autoconfigure.SpringBootDependencyInjectionTestExecutionListener@7b227d8d, org.springframework.test.context.support.DirtiesContextTestExecutionListener@7219ec67, org.springframework.test.context.transaction.TransactionalTestExecutionListener@45018215, org.springframework.test.context.jdbc.SqlScriptsTestExecutionListener@65d6b83b, org.springframework.boot.test.mock.mockito.ResetMocksTestExecutionListener@d706f19, org.springframework.boot.test.autoconfigure.restdocs.RestDocsTestExecutionListener@30b7c004, org.springframework.boot.test.autoconfigure.web.client.MockRestServiceServerResetTestExecutionListener@79efed2d, org.springframework.boot.test.autoconfigure.web.servlet.MockMvcPrintOnlyOnFailureTestExecutionListener@2928854b, org.springframework.boot.test.autoconfigure.web.servlet.WebDriverTestExecutionListener@27ae2fd0] 12:42:56.926 [main] DEBUG org.springframework.test.annotation.ProfileValueUtils - Retrieved @ProfileValueSourceConfiguration [null] for test class [za.co.truid.collect.categorize.FuzzyCategorization] 12:42:56.926 [main] DEBUG org.springframework.test.annotation.ProfileValueUtils - Retrieved ProfileValueSource type [class org.springframework.test.annotation.SystemProfileValueSource] for class [za.co.truid.collect.categorize.FuzzyCategorization] 12:42:56.935 [main] DEBUG org.springframework.test.annotation.ProfileValueUtils - Retrieved @ProfileValueSourceConfiguration [null] for test class [za.co.truid.collect.categorize.FuzzyCategorization] 12:42:56.935 [main] DEBUG org.springframework.test.annotation.ProfileValueUtils - Retrieved ProfileValueSource type [class org.springframework.test.annotation.SystemProfileValueSource] for class [za.co.truid.collect.categorize.FuzzyCategorization] 12:42:56.936 [main] DEBUG org.springframework.test.annotation.ProfileValueUtils - Retrieved @ProfileValueSourceConfiguration [null] for test class [za.co.truid.collect.categorize.FuzzyCategorization] 12:42:56.936 [main] DEBUG org.springframework.test.annotation.ProfileValueUtils - Retrieved ProfileValueSource type [class org.springframework.test.annotation.SystemProfileValueSource] for class [za.co.truid.collect.categorize.FuzzyCategorization] 12:42:56.941 [main] DEBUG org.springframework.test.annotation.ProfileValueUtils - Retrieved @ProfileValueSourceConfiguration [null] for test class [za.co.truid.collect.categorize.FuzzyCategorization] 12:42:56.942 [main] DEBUG org.springframework.test.annotation.ProfileValueUtils - Retrieved ProfileValueSource type [class org.springframework.test.annotation.SystemProfileValueSource] for class [za.co.truid.collect.categorize.FuzzyCategorization] 12:42:56.945 [main] DEBUG org.springframework.test.context.support.AbstractDirtiesContextTestExecutionListener - Before test class: context [DefaultTestContext@5e316c74 testClass = FuzzyCategorization, testInstance = [null], testMethod = [null], testException = [null], mergedContextConfiguration = [WebMergedContextConfiguration@6d2a209c testClass = FuzzyCategorization, locations = '{}', classes = '{class za.co.truid.collect.categorize.support.CategorizeApp}', contextInitializerClasses = '[]', activeProfiles = '{}', propertySourceLocations = '{}', propertySourceProperties = '{org.springframework.boot.test.context.SpringBootTestContextBootstrapper=true}', contextCustomizers = set[org.springframework.boot.test.context.filter.ExcludeFilterContextCustomizer@2b2948e2, org.springframework.boot.test.json.DuplicateJsonObjectContextCustomizerFactory$DuplicateJsonObjectContextCustomizer@3b0143d3, org.springframework.boot.test.mock.mockito.MockitoContextCustomizer@0, org.springframework.boot.test.web.client.TestRestTemplateContextCustomizer@578486a3, org.springframework.boot.test.autoconfigure.properties.PropertyMappingContextCustomizer@0, org.springframework.boot.test.autoconfigure.web.servlet.WebDriverContextCustomizerFactory$Customizer@4bbfb90a], resourceBasePath = 'src/main/webapp', contextLoader = 'org.springframework.boot.test.context.SpringBootContextLoader', parent = [null]], attributes = map['org.springframework.test.context.web.ServletTestExecutionListener.activateListener' -> true]], class annotated with @DirtiesContext [false] with mode [null]. 12:42:56.945 [main] DEBUG org.springframework.test.annotation.ProfileValueUtils - Retrieved @ProfileValueSourceConfiguration [null] for test class [za.co.truid.collect.categorize.FuzzyCategorization] 12:42:56.945 [main] DEBUG org.springframework.test.annotation.ProfileValueUtils - Retrieved ProfileValueSource type [class org.springframework.test.annotation.SystemProfileValueSource] for class [za.co.truid.collect.categorize.FuzzyCategorization] 12:42:56.971 [main] DEBUG org.springframework.test.context.support.TestPropertySourceUtils - Adding inlined properties to environment: {spring.jmx.enabled=false, org.springframework.boot.test.context.SpringBootTestContextBootstrapper=true, server.port=-1}

. _ _ /\ / '_ () \ \ \ \ ( ( )\ | ' | '| | ' \/ ` | \ \ \ \ \/ _)| |)| | | | | || (| | ) ) ) ) ' |__| .|| ||| |\, | / / / / =========|_|==============|__/=//// :: Spring Boot :: (v2.1.6.RELEASE)

2019-12-03 12:42:57.202 INFO 90875 --- [ main] z.c.t.c.categorize.FuzzyCategorization : Starting FuzzyCategorization on christian-macpro.local with PID 90875 (started by centipod in /Users/centipod/Development/git/repositories/collect/collect/collect-categorize) 2019-12-03 12:42:57.203 DEBUG 90875 --- [ main] z.c.t.c.categorize.FuzzyCategorization : Running with Spring Boot v2.1.6.RELEASE, Spring v5.1.8.RELEASE 2019-12-03 12:42:57.203 INFO 90875 --- [ main] z.c.t.c.categorize.FuzzyCategorization : No active profile set, falling back to default profiles: default 2019-12-03 12:42:57.559 INFO 90875 --- [ main] .s.d.r.c.RepositoryConfigurationDelegate : Bootstrapping Spring Data repositories in DEFAULT mode. 2019-12-03 12:42:57.652 INFO 90875 --- [ main] .s.d.r.c.RepositoryConfigurationDelegate : Finished Spring Data repository scanning in 87ms. Found 24 repository interfaces. 2019-12-03 12:42:58.110 INFO 90875 --- [ main] z.c.t.c.model.spring.PersistenceConfig : Using database server: root@localhost 2019-12-03 12:42:58.259 INFO 90875 --- [ main] org.hibernate.Version : HHH000412: Hibernate Core {5.2.16.Final} 2019-12-03 12:42:58.260 INFO 90875 --- [ main] org.hibernate.cfg.Environment : HHH000206: hibernate.properties not found 2019-12-03 12:42:58.292 INFO 90875 --- [ main] o.hibernate.annotations.common.Version : HCANN000001: Hibernate Commons Annotations {5.0.1.Final} 2019-12-03 12:42:58.363 INFO 90875 --- [ main] com.zaxxer.hikari.HikariDataSource : Collect_MySQL_Local_Admin - Starting... 2019-12-03 12:42:58.536 INFO 90875 --- [ main] com.zaxxer.hikari.HikariDataSource : Collect_MySQL_Local_Admin - Start completed. 2019-12-03 12:42:58.550 INFO 90875 --- [ main] org.hibernate.dialect.Dialect : HHH000400: Using dialect: org.hibernate.dialect.MySQL5Dialect 2019-12-03 12:42:59.824 INFO 90875 --- [ main] o.h.h.i.QueryTranslatorFactoryInitiator : HHH000397: Using ASTQueryTranslatorFactory 2019-12-03 12:43:00.308 INFO 90875 --- [ main] z.c.t.c.categorize.FuzzyCategorization : Started FuzzyCategorization in 3.33 seconds (JVM running for 3.924)

{[{'Cash Withdrawal Fee ATM'}]} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 0.75} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 0.75} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0}

{[{'ATM Cash Withdrawal Parklands Emporium Card 0619 ATM Parklands Emporium Parkslands 09ZA'}]} Matching {{[{'ATM Cash Withdrawal Parklands Emporium Card 0619 ATM Parklands Emporium Parkslands 09ZA'}]}, 0.5555555555555556} Matching {{[{'ATM Cash Withdrawal Parklands Emporium Card 0619 ATM Parklands Emporium Parkslands 09ZA'}]}, 0.6666666666666666} Matching {{[{'ATM Cash Withdrawal Parklands Emporium Card 0619 ATM Parklands Emporium Parkslands 09ZA'}]}, 0.5555555555555556} Matching {{[{'ATM Cash Withdrawal Parklands Emporium Card 0619 ATM Parklands Emporium Parkslands 09ZA'}]}, 0.6} Matching {{[{'ATM Cash Withdrawal Parklands Emporium Card 0619 ATM Parklands Emporium Parkslands 09ZA'}]}, 1.0} Matching {{[{'ATM Cash Withdrawal Parklands Emporium Card 0619 ATM Parklands Emporium Parkslands 09ZA'}]}, 0.6666666666666666} Matching {{[{'ATM Cash Withdrawal Parklands Emporium Card 0619 ATM Parklands Emporium Parkslands 09ZA'}]}, 1.0}

{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0}

{[{'ATM Cash Withdrawal Malmesbury De Bron Card 0619 ATM Malmesbury De Bron Malmesbury 09ZA'}]} Matching {{[{'ATM Cash Withdrawal Malmesbury De Bron Card 0619 ATM Malmesbury De Bron Malmesbury 09ZA'}]}, 0.6666666666666666} Matching {{[{'ATM Cash Withdrawal Malmesbury De Bron Card 0619 ATM Malmesbury De Bron Malmesbury 09ZA'}]}, 0.6666666666666666} Matching {{[{'ATM Cash Withdrawal Malmesbury De Bron Card 0619 ATM Malmesbury De Bron Malmesbury 09ZA'}]}, 0.6666666666666666} Matching {{[{'ATM Cash Withdrawal Malmesbury De Bron Card 0619 ATM Malmesbury De Bron Malmesbury 09ZA'}]}, 0.5555555555555556} Matching {{[{'ATM Cash Withdrawal Malmesbury De Bron Card 0619 ATM Malmesbury De Bron Malmesbury 09ZA'}]}, 0.6666666666666666} Matching {{[{'ATM Cash Withdrawal Malmesbury De Bron Card 0619 ATM Malmesbury De Bron Malmesbury 09ZA'}]}, 0.5555555555555556} Matching {{[{'ATM Cash Withdrawal Malmesbury De Bron Card 0619 ATM Malmesbury De Bron Malmesbury 09ZA'}]}, 0.6}

{[{'Bwh Tableview Parkla Sunningdale Card 0619 BWH TABLEVIEW PARKLA SUNNINGDALE ZAZA'}]} Matching {{[{'Bwh Tableview Parkla Sunningdale Card 0619 BWH TABLEVIEW PARKLA SUNNINGDALE ZAZA'}]}, 1.0} Matching {{[{'Bwh Tableview Parkla Sunningdale Card 0619 BWH TABLEVIEW PARKLA SUNNINGDALE ZAZA'}]}, 0.5714285714285714} Matching {{[{'Bwh Tableview Parkla Sunningdale Card 0619 BWH TABLEVIEW PARKLA SUNNINGDALE ZAZA'}]}, 0.5714285714285714} Matching {{[{'Bwh Tableview Parkla Sunningdale Card 0619 BWH TABLEVIEW PARKLA SUNNINGDALE ZAZA'}]}, 0.5714285714285714} Matching {{[{'Bwh Tableview Parkla Sunningdale Card 0619 BWH TABLEVIEW PARKLA SUNNINGDALE ZAZA'}]}, 0.5714285714285714} Matching {{[{'Bwh Tableview Parkla Sunningdale Card 0619 BWH TABLEVIEW PARKLA SUNNINGDALE ZAZA'}]}, 0.5714285714285714} Matching {{[{'Bwh Tableview Parkla Sunningdale Card 0619 BWH TABLEVIEW PARKLA SUNNINGDALE ZAZA'}]}, 1.0} Matching {{[{'Bwh Tableview Parkla Sunningdale Card 0619 BWH TABLEVIEW PARKLA SUNNINGDALE ZAZA'}]}, 0.5714285714285714} Matching {{[{'Bwh Tableview Parkla Sunningdale Card 0619 BWH TABLEVIEW PARKLA SUNNINGDALE ZAZA'}]}, 0.5714285714285714}

{[{'Vasa Table Bay Mall Table View Card 0619 VASA TABLE BAY MALL TABLE VIEW WCZA'}]} Matching {{[{'Vasa Table Bay Mall Table View Card 0619 VASA TABLE BAY MALL TABLE VIEW WCZA'}]}, 0.75} Matching {{[{'Vasa Table Bay Mall Table View Card 0619 VASA TABLE BAY MALL TABLE VIEW WCZA'}]}, 0.625} Matching {{[{'Vasa Table Bay Mall Table View Card 0619 VASA TABLE BAY MALL TABLE VIEW WCZA'}]}, 0.625} Matching {{[{'Vasa Table Bay Mall Table View Card 0619 VASA TABLE BAY MALL TABLE VIEW WCZA'}]}, 0.625} Matching {{[{'Vasa Table Bay Mall Table View Card 0619 VASA TABLE BAY MALL TABLE VIEW WCZA'}]}, 0.625} Matching {{[{'Vasa Table Bay Mall Table View Card 0619 VASA TABLE BAY MALL TABLE VIEW WCZA'}]}, 0.6}

{[{'Rush Extreme Sports Cape Town Card 0619 RUSH EXTREME SPORTS CAPE TOWN ZA'}]} Matching {{[{'Rush Extreme Sports Cape Town Card 0619 RUSH EXTREME SPORTS CAPE TOWN ZA'}]}, 1.0} Matching {{[{'Rush Extreme Sports Cape Town Card 0619 RUSH EXTREME SPORTS CAPE TOWN ZA'}]}, 0.625} Matching {{[{'Rush Extreme Sports Cape Town Card 0619 RUSH EXTREME SPORTS CAPE TOWN ZA'}]}, 0.5555555555555556} Matching {{[{'Rush Extreme Sports Cape Town Card 0619 RUSH EXTREME SPORTS CAPE TOWN ZA'}]}, 0.625} Matching {{[{'Rush Extreme Sports Cape Town Card 0619 RUSH EXTREME SPORTS CAPE TOWN ZA'}]}, 0.625} Matching {{[{'Rush Extreme Sports Cape Town Card 0619 RUSH EXTREME SPORTS CAPE TOWN ZA'}]}, 0.625} Matching {{[{'Rush Extreme Sports Cape Town Card 0619 RUSH EXTREME SPORTS CAPE TOWN ZA'}]}, 0.625}

{[{'SMS Notification Fee'}]} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0}

{[{'ATM Cash Withdrawal Bp Airport Card 0619 BP AIRPORT CAPE TOWN WCZA'}]} Matching {{[{'ATM Cash Withdrawal Bp Airport Card 0619 BP AIRPORT CAPE TOWN WCZA'}]}, 0.7} Matching {{[{'ATM Cash Withdrawal Bp Airport Card 0619 BP AIRPORT CAPE TOWN WCZA'}]}, 0.7} Matching {{[{'ATM Cash Withdrawal Bp Airport Card 0619 BP AIRPORT CAPE TOWN WCZA'}]}, 0.6} Matching {{[{'ATM Cash Withdrawal Bp Airport Card 0619 BP AIRPORT CAPE TOWN WCZA'}]}, 0.5454545454545454} Matching {{[{'ATM Cash Withdrawal Bp Airport Card 0619 BP AIRPORT CAPE TOWN WCZA'}]}, 0.7} Matching {{[{'ATM Cash Withdrawal Bp Airport Card 0619 BP AIRPORT CAPE TOWN WCZA'}]}, 0.6666666666666666} Matching {{[{'ATM Cash Withdrawal Bp Airport Card 0619 BP AIRPORT CAPE TOWN WCZA'}]}, 0.6363636363636364} Matching {{[{'ATM Cash Withdrawal Bp Airport Card 0619 BP AIRPORT CAPE TOWN WCZA'}]}, 0.8} Matching {{[{'ATM Cash Withdrawal Bp Airport Card 0619 BP AIRPORT CAPE TOWN WCZA'}]}, 0.5454545454545454} Matching {{[{'ATM Cash Withdrawal Bp Airport Card 0619 BP AIRPORT CAPE TOWN WCZA'}]}, 0.6} Matching {{[{'ATM Cash Withdrawal Bp Airport Card 0619 BP AIRPORT CAPE TOWN WCZA'}]}, 0.5833333333333334} Matching {{[{'ATM Cash Withdrawal Bp Airport Card 0619 BP AIRPORT CAPE TOWN WCZA'}]}, 0.6363636363636364} Matching {{[{'ATM Cash Withdrawal Bp Airport Card 0619 BP AIRPORT CAPE TOWN WCZA'}]}, 0.7272727272727273}

{[{'SMS Notification Fee'}]} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0}

{[{'Payment Fee'}]} Matching {{[{'Payment Fee'}]}, 0.6666666666666666} Matching {{[{'Payment Fee'}]}, 0.6666666666666666} Matching {{[{'Payment Fee'}]}, 1.0} Matching {{[{'Payment Fee'}]}, 1.0} Matching {{[{'Payment Fee'}]}, 1.0} Matching {{[{'Payment Fee'}]}, 1.0} Matching {{[{'Payment Fee'}]}, 1.0} Matching {{[{'Payment Fee'}]}, 1.0} Matching {{[{'Payment Fee'}]}, 1.0} Matching {{[{'Payment Fee'}]}, 1.0} Matching {{[{'Payment Fee'}]}, 1.0} Matching {{[{'Payment Fee'}]}, 1.0} Matching {{[{'Payment Fee'}]}, 1.0}

{[{'Banking App Payment Received Loan Shares LOAN SHARES'}]} Matching {{[{'Banking App Payment Received Loan Shares LOAN SHARES'}]}, 0.6666666666666666} Matching {{[{'Banking App Payment Received Loan Shares LOAN SHARES'}]}, 0.7142857142857143} Matching {{[{'Banking App Payment Received Loan Shares LOAN SHARES'}]}, 0.6666666666666666} Matching {{[{'Banking App Payment Received Loan Shares LOAN SHARES'}]}, 0.6666666666666666} Matching {{[{'Banking App Payment Received Loan Shares LOAN SHARES'}]}, 0.8333333333333334}

{[{'Mr Video Parklands Card 0619 MR VIDEO JUNCTION PARKLANDS ZA'}]} Matching {{[{'Mr Video Parklands Card 0619 MR VIDEO JUNCTION PARKLANDS ZA'}]}, 0.7142857142857143}

{[{'Pick n Pay Sunningdale Card 5434 PNP CRP SUNNINGDALE SUNNINGDALE ZAZA'}]} Matching {{[{'Pick n Pay Sunningdale Card 5434 PNP CRP SUNNINGDALE SUNNINGDALE ZAZA'}]}, 0.5454545454545454} Matching {{[{'Pick n Pay Sunningdale Card 5434 PNP CRP SUNNINGDALE SUNNINGDALE ZAZA'}]}, 0.7777777777777778} Matching {{[{'Pick n Pay Sunningdale Card 5434 PNP CRP SUNNINGDALE SUNNINGDALE ZAZA'}]}, 0.8888888888888888} Matching {{[{'Pick n Pay Sunningdale Card 5434 PNP CRP SUNNINGDALE SUNNINGDALE ZAZA'}]}, 1.0} Matching {{[{'Pick n Pay Sunningdale Card 5434 PNP CRP SUNNINGDALE SUNNINGDALE ZAZA'}]}, 0.5454545454545454}

{[{'ATM Cash Withdrawal Aa04 Cnr Charl Uys B Card 0619 AA04 Cnr Charl Uys B Atlantis WCZA'}]} Matching {{[{'ATM Cash Withdrawal Aa04 Cnr Charl Uys B Card 0619 AA04 Cnr Charl Uys B Atlantis WCZA'}]}, 0.9166666666666666}

{[{'Banking App Payment Caban Investments Li CABAN INVESTMENTS LI'}]} Matching {{[{'Banking App Payment Caban Investments Li CABAN INVESTMENTS LI'}]}, 1.0} Matching {{[{'Banking App Payment Caban Investments Li CABAN INVESTMENTS LI'}]}, 1.0}

{[{'ATM Cash Withdrawal Milnerton 3 Card 5434 MILNERTON 3 CAPE TOWN WCZA'}]} Matching {{[{'ATM Cash Withdrawal Milnerton 3 Card 5434 MILNERTON 3 CAPE TOWN WCZA'}]}, 0.5833333333333334} Matching {{[{'ATM Cash Withdrawal Milnerton 3 Card 5434 MILNERTON 3 CAPE TOWN WCZA'}]}, 0.5454545454545454} Matching {{[{'ATM Cash Withdrawal Milnerton 3 Card 5434 MILNERTON 3 CAPE TOWN WCZA'}]}, 0.9} Matching {{[{'ATM Cash Withdrawal Milnerton 3 Card 5434 MILNERTON 3 CAPE TOWN WCZA'}]}, 0.7} Matching {{[{'ATM Cash Withdrawal Milnerton 3 Card 5434 MILNERTON 3 CAPE TOWN WCZA'}]}, 0.6} Matching {{[{'ATM Cash Withdrawal Milnerton 3 Card 5434 MILNERTON 3 CAPE TOWN WCZA'}]}, 0.5454545454545454} Matching {{[{'ATM Cash Withdrawal Milnerton 3 Card 5434 MILNERTON 3 CAPE TOWN WCZA'}]}, 0.7} Matching {{[{'ATM Cash Withdrawal Milnerton 3 Card 5434 MILNERTON 3 CAPE TOWN WCZA'}]}, 0.6} Matching {{[{'ATM Cash Withdrawal Milnerton 3 Card 5434 MILNERTON 3 CAPE TOWN WCZA'}]}, 0.5833333333333334} Matching {{[{'ATM Cash Withdrawal Milnerton 3 Card 5434 MILNERTON 3 CAPE TOWN WCZA'}]}, 0.6} Matching {{[{'ATM Cash Withdrawal Milnerton 3 Card 5434 MILNERTON 3 CAPE TOWN WCZA'}]}, 0.5454545454545454} Matching {{[{'ATM Cash Withdrawal Milnerton 3 Card 5434 MILNERTON 3 CAPE TOWN WCZA'}]}, 0.6363636363636364}

{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0} Matching {{[{'Banking App Prepaid Purchase VODACOM VODACOM'}]}, 1.0}

{[{'Gozone Cape Town Card 0619 Gozone Cape Town ZA'}]} Matching {{[{'Gozone Cape Town Card 0619 Gozone Cape Town ZA'}]}, 0.5555555555555556} Matching {{[{'Gozone Cape Town Card 0619 Gozone Cape Town ZA'}]}, 0.625} Matching {{[{'Gozone Cape Town Card 0619 Gozone Cape Town ZA'}]}, 0.625} Matching {{[{'Gozone Cape Town Card 0619 Gozone Cape Town ZA'}]}, 0.625} Matching {{[{'Gozone Cape Town Card 0619 Gozone Cape Town ZA'}]}, 0.625} Matching {{[{'Gozone Cape Town Card 0619 Gozone Cape Town ZA'}]}, 0.8333333333333334} Matching {{[{'Gozone Cape Town Card 0619 Gozone Cape Town ZA'}]}, 1.0} Matching {{[{'Gozone Cape Town Card 0619 Gozone Cape Town ZA'}]}, 0.8333333333333334}

{[{'Till Cash Withdrawal Fee'}]} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 1.0} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75} Matching {{[{'Till Cash Withdrawal Fee'}]}, 0.75}

{[{'Cash Withdrawal Dnr Atlantis City Ls85 Card 0619 DNR Atlantis City LS85 Atlantis 09ZA'}]} Matching {{[{'Cash Withdrawal Dnr Atlantis City Ls85 Card 0619 DNR Atlantis City LS85 Atlantis 09ZA'}]}, 0.6} Matching {{[{'Cash Withdrawal Dnr Atlantis City Ls85 Card 0619 DNR Atlantis City LS85 Atlantis 09ZA'}]}, 0.5555555555555556} Matching {{[{'Cash Withdrawal Dnr Atlantis City Ls85 Card 0619 DNR Atlantis City LS85 Atlantis 09ZA'}]}, 0.5555555555555556} Matching {{[{'Cash Withdrawal Dnr Atlantis City Ls85 Card 0619 DNR Atlantis City LS85 Atlantis 09ZA'}]}, 0.5555555555555556} Matching {{[{'Cash Withdrawal Dnr Atlantis City Ls85 Card 0619 DNR Atlantis City LS85 Atlantis 09ZA'}]}, 0.5555555555555556} Matching {{[{'Cash Withdrawal Dnr Atlantis City Ls85 Card 0619 DNR Atlantis City LS85 Atlantis 09ZA'}]}, 0.5555555555555556}

{[{'Cash Withdrawal Fee ATM'}]} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 0.75} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 0.75} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0} Matching {{[{'Cash Withdrawal Fee ATM'}]}, 1.0}

{[{'ATM Cash Withdrawal Aac4 Melkbos Strand Rd Card 0619 AAC4 Melkbos strand rd Melkbos WCZA'}]} Matching {{[{'ATM Cash Withdrawal Aac4 Melkbos Strand Rd Card 0619 AAC4 Melkbos strand rd Melkbos WCZA'}]}, 0.6} Matching {{[{'ATM Cash Withdrawal Aac4 Melkbos Strand Rd Card 0619 AAC4 Melkbos strand rd Melkbos WCZA'}]}, 0.7272727272727273} Matching {{[{'ATM Cash Withdrawal Aac4 Melkbos Strand Rd Card 0619 AAC4 Melkbos strand rd Melkbos WCZA'}]}, 0.5454545454545454} Matching {{[{'ATM Cash Withdrawal Aac4 Melkbos Strand Rd Card 0619 AAC4 Melkbos strand rd Melkbos WCZA'}]}, 0.6} Matching {{[{'ATM Cash Withdrawal Aac4 Melkbos Strand Rd Card 0619 AAC4 Melkbos strand rd Melkbos WCZA'}]}, 0.9} Matching {{[{'ATM Cash Withdrawal Aac4 Melkbos Strand Rd Card 0619 AAC4 Melkbos strand rd Melkbos WCZA'}]}, 0.5454545454545454} Matching {{[{'ATM Cash Withdrawal Aac4 Melkbos Strand Rd Card 0619 AAC4 Melkbos strand rd Melkbos WCZA'}]}, 0.5454545454545454}

{[{'ATM Cash Withdrawal Aac4 2 Link Rd Card 0619 AAC4 2 Link Rd Tableview WCZA'}]} Matching {{[{'ATM Cash Withdrawal Aac4 2 Link Rd Card 0619 AAC4 2 Link Rd Tableview WCZA'}]}, 0.7272727272727273} Matching {{[{'ATM Cash Withdrawal Aac4 2 Link Rd Card 0619 AAC4 2 Link Rd Tableview WCZA'}]}, 0.5454545454545454} Matching {{[{'ATM Cash Withdrawal Aac4 2 Link Rd Card 0619 AAC4 2 Link Rd Tableview WCZA'}]}, 0.5454545454545454} Matching {{[{'ATM Cash Withdrawal Aac4 2 Link Rd Card 0619 AAC4 2 Link Rd Tableview WCZA'}]}, 0.5454545454545454} Matching {{[{'ATM Cash Withdrawal Aac4 2 Link Rd Card 0619 AAC4 2 Link Rd Tableview WCZA'}]}, 0.5454545454545454} Matching {{[{'ATM Cash Withdrawal Aac4 2 Link Rd Card 0619 AAC4 2 Link Rd Tableview WCZA'}]}, 0.5454545454545454} Matching {{[{'ATM Cash Withdrawal Aac4 2 Link Rd Card 0619 AAC4 2 Link Rd Tableview WCZA'}]}, 0.6363636363636364} Matching {{[{'ATM Cash Withdrawal Aac4 2 Link Rd Card 0619 AAC4 2 Link Rd Tableview WCZA'}]}, 0.5454545454545454} Matching {{[{'ATM Cash Withdrawal Aac4 2 Link Rd Card 0619 AAC4 2 Link Rd Tableview WCZA'}]}, 0.5454545454545454}

{[{'Toys R Us Milnerton Card 0619 TOYS R US TABLE BAY MA MILNERTON WCZA'}]} Matching {{[{'Toys R Us Milnerton Card 0619 TOYS R US TABLE BAY MA MILNERTON WCZA'}]}, 1.0}

{[{'Banking App Prepaid Purchase ELECTRICITY ELECTRICITY'}]} Matching {{[{'Banking App Prepaid Purchase ELECTRICITY ELECTRICITY'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase ELECTRICITY ELECTRICITY'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase ELECTRICITY ELECTRICITY'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase ELECTRICITY ELECTRICITY'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase ELECTRICITY ELECTRICITY'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase ELECTRICITY ELECTRICITY'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase ELECTRICITY ELECTRICITY'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase ELECTRICITY ELECTRICITY'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase ELECTRICITY ELECTRICITY'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase ELECTRICITY ELECTRICITY'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase ELECTRICITY ELECTRICITY'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase ELECTRICITY ELECTRICITY'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase ELECTRICITY ELECTRICITY'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase ELECTRICITY ELECTRICITY'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase ELECTRICITY ELECTRICITY'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase ELECTRICITY ELECTRICITY'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase ELECTRICITY ELECTRICITY'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase ELECTRICITY ELECTRICITY'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase ELECTRICITY ELECTRICITY'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase ELECTRICITY ELECTRICITY'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase ELECTRICITY ELECTRICITY'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase ELECTRICITY ELECTRICITY'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase ELECTRICITY ELECTRICITY'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase ELECTRICITY ELECTRICITY'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase ELECTRICITY ELECTRICITY'}]}, 0.8} Matching {{[{'Banking App Prepaid Purchase ELECTRICITY ELECTRICITY'}]}, 0.8}

{[{'SMS Notification Fee'}]} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0}

{[{'SMS Notification Fee'}]} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} Matching {{[{'SMS Notification Fee'}]}, 1.0} M

manishobhatia commented 4 years ago

Hi Christian,

The code you shared is fine. I think the issue is with visualization of the result in print statement.

If you can replace the last println with this, you should see correct results

System.out.println("Matching " + doc.getMatchedWith().toString() + " Score : " + doc.getScore().getResult());

We were printing the "Match" object instead of the Document it matched with. Hope this helps

centipod commented 4 years ago

Good morning, Manish

Thank you for checking. But if we were printing the Match object, where does the odd score come from?

Thanks!

Sent while on the road. Excuse occasional typos.

On 7 Dec 2019, at 03:09, Manish Bhatia notifications@github.com wrote:

 Hi Christian,

The code you shared is fine. I think the issue is with visualization of the result in print statement.

If you can replace the last println with this, you should see correct results

System.out.println("Matching " + doc.getMatchedWith().toString() + " Score : " + doc.getScore().getResult());

We were printing the "Match" object instead of the Document it matched with. Hope this helps

— You are receiving this because you modified the open/close state. Reply to this email directly, view it on GitHub, or unsubscribe.

centipod commented 4 years ago

Hi Manish,

Many thanks for your support in this. I have run some more tests and results are great!

Would you be interested in further testing results? We have a very large dataset to play with and I am going to run all of that through the fuzzy matcher.

Christian

Christian Schuit Centipod

christian.schuit@centipod.nlmailto:christian.schuit@centipod.nl +31 (0)623 386 645 +27 (0)72 946 8830 www.centipod.nlhttp://www.centipod.nl

From: Manish Bhatia notifications@github.com Reply to: intuit/fuzzy-matcher reply@reply.github.com Date: Saturday, 7 December 2019 at 03:09 To: intuit/fuzzy-matcher fuzzy-matcher@noreply.github.com Cc: ChristianSchuit christian.schuit@gmail.com, State change state_change@noreply.github.com Subject: Re: [intuit/fuzzy-matcher] Inconsistency in matching results (#18)

Hi Christian,

The code you shared is fine. I think the issue is with visualization of the result in print statement.

If you can replace the last println with this, you should see correct results

System.out.println("Matching " + doc.getMatchedWith().toString() + " Score : " + doc.getScore().getResult());

We were printing the "Match" object instead of the Document it matched with. Hope this helps

— You are receiving this because you modified the open/close state. Reply to this email directly, view it on GitHubhttps://github.com/intuit/fuzzy-matcher/issues/18?email_source=notifications&email_token=ABLIWUKW6OKBD34MYSTUZYDQXKWOHA5CNFSM4JUEC5A2YY3PNVWWK3TUL52HS4DFVREXG43VMVBW63LNMVXHJKTDN5WW2ZLOORPWSZGOEGFG25I#issuecomment-562720117, or unsubscribehttps://github.com/notifications/unsubscribe-auth/ABLIWUPBZH263D3XPSWAO4DQXKWOHANCNFSM4JUEC5AQ.

centipod commented 4 years ago

Great support from this team. Many thanks!