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

All sources, flag “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141637	ENR	Camila Cook	1993-11-17	UHC-38400-90	5407392334	8990 Willow Ct, San Diego, CA, 92184	0.54	Two-digit birth year SSN last four extracted City re-cased Gender normalised+1 more
ENR-104173	ENR	Alice Black	1953-05-07	UHC-76795-83	—	2038 Camelback Rd, Atlanta, GA, 30391	0.54	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-140457	ENR	Melissa Patterson	1982-09-23	UHC-00168-06	5377997633	6288 Harbor Blvd, Austin, TX, 78721	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-107557	ENR	Janet H Tran	2005-01-12	UHC-47381-71	4412058427	6574 Pine Dr, Chandler, AZ, 85268	0.54	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+1 more
PRV-29016	PRV	Brittany E Wells	2001-01-14	—	—	1690 Jefferson Ave, Austin, TX	0.54	SSN last four extracted City re-cased State name converted to code ZIP missing+1 more
ENR-133328	ENR	Virginia Graham	1965-09-01	UHC-41763-34	2764573892	4205 Indian School Rd, Plano, TX, 75053	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+1 more
CLM-415427	CLM	Cheryl Q Walker	1944-07-15	UHC-28401-80	7362081269	7688 Valley View Dr, San Antonio, TX, 78256	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Gender normalised+1 more
CLM-419189	CLM	Austin Clark	2007-06-05	UHC-09557-64	5915446811	—	0.54	Two-digit birth year Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-134949	ENR	Isabella X George	1944-12-24	UHC-40296-74	7502928433	2699 Palm Dr, Sacramento, CA, 95828	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-119999	ENR	Martha L Kim	1972-01-20	UHC-00401-49	—	8400 Broadway, San Diego, CA, 92178	0.54	Phone missing area code SSN last four extracted Address re-cased State code upper-cased+1 more
ENR-138595	ENR	Billy Z Herrera	1981-04-28	UHC-97480-71	7619816762	3510 Park Pl, Fresno, CA, 93779	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-129554	ENR	Andrew H Burton	1970-08-05	UHC-88406-12	4742145016	4315 Camelback Rd, Tampa, FL	0.54	Name split from “Last, First”SSN last four extracted ZIP missing Email lower-cased+1 more
CLM-432714	CLM	Harold L Hansun	1959-12-11	UHC-26394-19	—	8336 Hillcrest Rd, Plano, TX, 75075	0.54	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-114321	ENR	Theresa D Turner	1970-08-04	UHC-58865-81	4567946237	6512 River Rd, San Diego, CA, 92111	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-141622	ENR	Ahmed X Sims	1972-07-07	UHC-36382-81	9004441747	7759 Harbor Blvd, Dallas, TX, 75257	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-103494	ENR	Watson N Amy	1942-07-11	UHC-71029-24	9552748042	9190 Apache Blvd Apt 31, San Diego, CA, 92158	0.54	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+1 more
ENR-123021	ENR	Janet Perry	1966-11-20	UHC-78618-45	4996718207	9064 Bayshore Dr, Charlotte, NC, 28281	0.54	Two-digit birth year Phone reformatted SSN last four extracted State name converted to code+1 more
ENR-116023	ENR	Saraah O Sulivan	1968-10-17	UHC-55633-98	—	4140 Highland Ave, San Diego, CA, 92155	0.54	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-102382	ENR	Kayla V Oliver	1968-06-25	UHC-52302-68	9247620522	159 Meadow Ln, Sacramento, CA, 95818	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-410140	CLM	Isabella Le	1954-04-14	UHC-22656-20	9298176639	7791 Desert Sky Blvd, Orlando, FL, 32846	0.54	SSN last four extracted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-125232	ENR	Kim P Karen	1993-01-13	UHC-31368-19	2614132565	8068 Mountain View Dr, Dallas, TX, 75206	0.54	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+1 more
ENR-105936	ENR	Martha D Yang	1957-02-23	UHC-83060-15	5868146574	3884 Oak St, Orlando, FL	0.54	Date of birth reformatted SSN last four extracted State name converted to code ZIP missing+1 more
ENR-122942	ENR	Charles Aguilar	1991-11-08	UHC-47926-59	4519807431	4747 Church St # 907, Miami, FL, 33141	0.54	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+1 more
ENR-115756	ENR	Wang Jose	1988-02-03	UHC-58676-07	5579344867	3956 Indian School Rd, Atlanta, GA, 30308	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-103130	ENR	Camila Spencer	2008-06-20	UHC-06958-03	—	730 Lake View Rd, Fresno, CA, 93736	0.54	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-412578	CLM	Joe Ford	1978-09-19	UHC-43516-61	—	1902 Highland Ave Apt 17, Chandler, AZ, 85201	0.54	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-125548	ENR	Alan R Austin	—	UHC-92138-88	8023273102	7497 Elm St, Austin, TX, 78758	0.54	Date of birth unreadable Phone reformatted SSN last four extracted City re-cased+1 more
ENR-102622	ENR	Yuki Weber	2002-03-09	UHC-48105-66	5746795371	4223 Harbor Blvd, Los Angeles, CA, 90071	0.54	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117060	ENR	Jeremy G Castillo	1981-09-28	UHC-29703-02	6125163836	3847 Grand Ave, Tempe, AZ	0.54	Name re-cased Two-digit birth year SSN last four extracted ZIP missing+1 more
TPA-55752	TPA	Kathryn Moreno	1988-12-02	—	5587599229	9188 Grand Ave, Columbus, OH, 43239	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-129356	ENR	Isabella K Romero	2004-05-20	UHC-15177-67	4073669981	9224 Apache Blvd, Minneapolis, MN, 55481	0.54	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-129633	ENR	Nancy Myers	1979-02-15	UHC-89328-39	8819443602	667 Sunset Blvd, Nashville, TN, 37285	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-107618	ENR	Aisha Austin	1967-10-16	UHC-45784-26	2075844497	8211 Willow Ct, Charlotte, NC, 28295	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-423741	CLM	William Dean	1997-11-24	UHC-03327-76	—	3731 Bayshore Dr, Miami, FL, 33194	0.54	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-113202	ENR	PJunk	1985-01-23	UHC-31708-64	9413372476	2064 Pine Dr, Tempe, AZ, 85218	0.54	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-124227	ENR	Omar Y Evans	1971-06-08	UHC-04207-13	7705504523	3145 Jefferson Ave, Charlotte, NC, 28242	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-107351	ENR	Rachel Hansen	1985-08-15	UHC-39876-62	4044718557	2713 Sunset Blvd, Gilbert, AZ, 85244	0.54	Name split from “Last, First”Two-digit birth year Member ID reformatted SSN last four extracted+1 more
ENR-113123	ENR	Ahmed West	1998-02-07	UHC-52082-68	9032286384	6585 Mountain View Dr, Eden Prairie, MN	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-412928	CLM	Justin Tran	1940-01-10	UHC-70251-56	—	7628 Pine Dr, Las Vegas, NV, 89129	0.54	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-117409	ENR	Joan A Hamilton	2005-09-16	UHC-96999-97	—	9063 Central Ave, Columbus, OH, 43210	0.54	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+1 more
ENR-102250	ENR	Patricia N Price	1985-05-18	UHC-93968-03	6078748526	8942 Apache Blvd, Phoenix, AZ, 85097	0.54	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-105131	ENR	Elijah P Pena	1997-09-16	UHC-72695-92	—	5445 Canyon Rd, Sacramento, CA, 95885	0.54	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-133438	ENR	Evelyn Nelson	—	UHC-74997-91	—	9742 Park Pl, Tempe, AZ, 85242	0.54	Date of birth missing SSN last four extracted City re-cased ZIP+4 trimmed+1 more
ENR-100152	ENR	Mariana A Turnr	1997-07-23	UHC-20164-12	3437119710	9224 Sage Ct, Nashville, TN, 37264	0.54	Phone reformatted SSN last four extracted State name converted to code ZIP+4 trimmed+1 more
ENR-110475	ENR	Willie Q Robertson	1995-12-22	UHC-50774-33	8107844302	7551 Bayshore Dr, Phoenix, AZ, 85026	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-110476	ENR	Willie Q Robertson	1995-12-22	UHC-50774-33	8107844302	7551 Bayshore Dr, Phoenix, AZ, 85026	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-126866	ENR	Jose Gibson	1990-06-22	UHC-92557-22	3799991748	253 Oak St, San Diego, CA, 92194	0.54	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+1 more
ENR-141190	ENR	Christna Bowman	1990-10-08	UHC-26516-08	5475891740	722 Cedar Ln, Austin, TX, 78724	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+1 more
ENR-117859	ENR	Pauul A Bradley	2005-01-19	UHC-81814-37	8253165394	3539 Ocean Ave # 665, San Antonio, TX	0.54	SSN last four extracted Unit split from street City re-cased ZIP missing+1 more
ENR-140220	ENR	Frances L Burke	2000-04-23	UHC-81574-06	7667435344	2627 Desert Sky Blvd, Mesa, AZ, 85270	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more

2,817 rows, page 20 of 57Previous Next