Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Provider network, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21196	PRV	Arjun Stephens	1978-12-06	—	3999441594	7955 Mesa Dr, Austin, TX, 78710	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21459	PRV	Timothy Lopez	1945-01-15	—	5136726619	9308 Meadow Ln, Nashville, TN, 37271	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26185	PRV	Russell G Bell	2006-04-02	—	2987968758	2688 Jefferson Ave, Atlanta, GA, 30380	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26646	PRV	Meriana Rios	1962-04-19	UHC-75754-51	8695158736	9238 Washington St, Orlando, FL, 32816	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-28205	PRV	Beverly Williams	1987-03-25	—	3174966872	3490 Cedar Ln, Phoenix, AZ, 85066	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26031	PRV	Samuel Green	2005-09-27	—	6314528134	44 Sage Ct, San Diego, CA, 92153	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-21256	PRV	Sanchez V Dennis	1955-05-06	—	9878442270	5141 Mesa Dr, Orlando, FL, 32849	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25222	PRV	Carolyn Campbell	1950-02-15	—	8255973022	7292 Broadway, Denver, CO, 80244	0.76	Name split from “Last, First”Phone reformatted Address re-cased City re-cased+2 more
PRV-26532	PRV	Beverly R Vega	1973-12-09	UHC-03703-82	8205195728	1150 Pine Dr, Glendale, AZ, 85350	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24519	PRV	Jerry Foster	2005-12-20	—	2649135799	1403 Ridge Rd, San Antonio, TX, 78278	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26446	PRV	Maria Delgado	1987-03-02	UHC-94171-32	3368181307	5393 Grand Ave, Los Angeles, CA, 90026	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26624	PRV	Frank Fernandez	1960-04-04	UHC-46561-13	8743006582	6763 Mesa Dr, Glendale, AZ, 85323	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-25006	PRV	Kayla Ellis	1953-06-22	—	6007909574	3107 Union St, Atlanta, GA, 30353	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
PRV-27180	PRV	Billy M Burns	1994-09-28	—	6327330132	1909 River Rd, Columbus, OH, 43251	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28599	PRV	Raymond Richards	1962-10-21	UHC-30938-76	5183840984	4610 Union St, Charlotte, NC, 28270	0.76	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+2 more
PRV-29341	PRV	Alexis Reed	1955-03-05	UHC-79076-73	2516881975	5473 Canyon Rd, Minneapolis, MN, 55426	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-28438	PRV	Joyce T Johnson	1994-08-04	—	2222822911	1785 Ridge Rd, Scottsdale, AZ, 85209	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23042	PRV	Yuki Powell	1971-05-24	—	8512237099	402 Lincoln Way, Glendale, AZ, 85390	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21767	PRV	Julie Obrien	1980-03-21	—	7799567668	4488 Washington St, Charlotte, NC, 28283	0.76	Name split from “Last, First”Name re-cased Date of birth reformatted Phone reformatted+2 more
PRV-28102	PRV	Raymnd Phillips	1995-01-28	—	4037341297	1479 Baseline Rd, Glendale, AZ, 85314	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28763	PRV	Aisha H King	1981-07-14	UHC-01605-28	4604334400	2857 Lincoln Way, Chandler, AZ, 85208	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26725	PRV	Julie Banks	1988-03-13	UHC-67292-12	9616571052	2818 River Rd, Minneapolis, MN, 55419	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27245	PRV	Dylan Welch	1956-07-05	UHC-40221-33	6029260546	5659 Ocean Ave, San Diego, CA, 92115	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21019	PRV	Joyce Carroll	1974-03-15	UHC-18329-37	7862004060	2079 Indian School Rd, Houston, TX, 77060	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20077	PRV	Harper Adam	1994-06-26	—	4604830028	3915 Maple Ave, Jacksonville, FL, 32279	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21156	PRV	Alexander F Berry	1967-05-21	UHC-08426-20	3816504355	806 Apache Blvd, Los Angeles, CA, 90048	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20595	PRV	Vincent Jimenez	1996-10-21	UHC-80139-49	8059850483	6632 Sage Ct, Mesa, AZ, 85202	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23530	PRV	Jushua Romero	1947-12-22	UHC-88354-80	6262412754	8508 Harbor Blvd, Sacramento, CA, 95878	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27311	PRV	Ana Mendez	2008-07-28	UHC-82946-68	9752844269	5210 Jefferson Ave, Columbus, OH, 43294	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25506	PRV	George Z Li	1955-11-01	—	6522542957	9770 Jefferson Ave, Atlanta, GA, 30349	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25672	PRV	Arthur Morrison	1988-09-03	UHC-75672-61	3417974398	3735 Meadow Ln, Miami, FL, 33105	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-24702	PRV	Aaron T Simpson	2005-05-22	UHC-21933-26	6439817281	659 Washington St, Miami, FL, 33175	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28808	PRV	Jean O Nelson	1987-09-12	—	4947311148	5776 Ridge Rd, Charlotte, NC, 28236	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28319	PRV	Michael Nunez	1991-12-07	UHC-34718-24	3704988608	—	0.76	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+2 more
PRV-24993	PRV	Waltre Cole	1946-03-19	UHC-18104-33	2673831887	6107 Palm Dr, Atlanta, GA, 30382	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24557	PRV	Aisha Q Henderon	1986-02-18	—	6573880632	563 Spring St, San Antonio, TX, 78287	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23513	PRV	Lawrence Garza	1959-02-09	—	2267021806	6718 Park Pl, Las Vegas, NV, 89176	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23514	PRV	Lawrence Garza	1959-02-09	—	2267021806	6718 Park Pl, Las Vegas, NV, 89176	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23678	PRV	Eugene Richardson	1956-02-08	UHC-44774-84	6603350643	2383 Camelback Rd Apt 1, Tucson, AZ, 85770	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-22888	PRV	Scott S Hart	1962-04-02	UHC-39979-07	4126057459	7942 Oak St, Miami, FL, 33100	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22487	PRV	Adams Jacqueline	1996-06-09	UHC-65215-45	—	5404 Spring St, Houston, TX, 77067	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-26518	PRV	Matthew Schmidt	1990-04-09	—	7876960213	3401 Pine Dr, Glendale, AZ, 85381	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24891	PRV	Victoria Taylor	1984-12-03	—	5944035375	5710 Harbor Blvd, San Diego, CA, 92190	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25869	PRV	Lauren McCoy	1946-01-06	—	5459437491	692 Spring St, Charlotte, NC, 28248	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28437	PRV	Sophia Park	1970-03-08	UHC-14809-43	7796971528	6165 Grand Ave, Austin, TX, 78742	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-21252	PRV	Danielle Long	1998-01-10	UHC-61358-21	8696088611	105 Ocean Ave, Los Angeles, CA, 90077	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23943	PRV	Yuki N Patel	1970-03-23	—	8776403575	4070 Baseline Rd, Chandler, AZ, 85210	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25074	PRV	Ashley Fields	1986-05-25	UHC-74750-45	—	—	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
PRV-26091	PRV	Omar Guerrero	1949-02-11	—	2767338359	6655 Church St, Atlanta, GA, 30399	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22811	PRV	Brian Reid	1972-04-13	—	2792120513	7920 Valley View Dr, Orlando, FL, 32843	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more

9,344 rows, page 89 of 187Previous Next