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

Enrollment, 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
ENR-128935	ENR	Lucia N Richards	1945-05-08	—	6055907315	6167 Ridge Rd, Sacramento, CA, 95884	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105411	ENR	Tim Armstrong	2004-03-19	UHC-94717-18	3165825812	5094 Willow Ct, Eden Prairie, MN, 55306	0.74	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
ENR-119660	ENR	Donald M Riley	2004-07-23	UHC-81912-39	3116639829	5391 Palm Dr, Eden Prairie, MN, 55397	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122811	ENR	Virignia Z Smith	1956-09-14	UHC-04753-63	2396118440	7807 Canyon Rd, Tempe, AZ, 85267	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-107217	ENR	Shirley P Estrada	1982-10-07	UHC-30222-74	2714414326	1380 Mountain View Dr, Tempe, AZ, 85202	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-107663	ENR	Paul E Patel	1944-05-19	UHC-58061-85	—	3976 Park Pl, Tampa, FL, 33646	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100463	ENR	Susan Myers	1986-07-03	UHC-25021-80	8749666263	2325 Harbor Blvd, San Antonio, TX, 78218	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132560	ENR	Frances S Davis	1990-05-01	UHC-14134-97	2732887715	8923 Desert Sky Blvd, Plano, TX, 75019	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-131996	ENR	Brandon P Park	1988-03-22	UHC-85151-54	9775612681	504 Indian School Rd, Sacramento, CA, 95817	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131869	ENR	Jordan D Cooper	1948-02-07	UHC-73636-63	8833553728	1981 Mountain View Dr, Columbus, OH, 43235	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119812	ENR	Carolyn J Bennett	1962-07-28	UHC-05367-86	—	4016 Baseline Rd, Jacksonville, FL, 32221	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-114978	ENR	Lori Q Jordan	1985-05-24	UHC-12979-70	7214927607	3367 Ocean Ave, Mesa, AZ, 85209	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104137	ENR	Sarah U Crawford	1996-06-24	UHC-03646-77	5948358126	8210 Cedar Ln, Columbus, OH, 43297	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-117847	ENR	Hannah B Larson	1947-07-04	UHC-78637-88	7242437417	9558 Maple Ave, Gilbert, AZ, 85256	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119251	ENR	Mark Johnston	1965-11-10	UHC-67775-91	3645912585	37 Park Pl, Columbus, OH, 43206	0.74	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-134719	ENR	Natalie Graham	1924-05-18	UHC-08588-26	2194040701	7265 Palm Dr, San Diego, CA, 92106	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120102	ENR	Ralph M Pna	1993-05-10	UHC-16904-99	4703598893	154 Central Ave, Jacksonville, FL, 32215	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120465	ENR	Wei U Webb	1947-02-24	UHC-46456-93	2717054061	5637 Apache Blvd, Eden Prairie, MN, 55375	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105578	ENR	Denise Patel	1993-02-15	UHC-83561-59	9464824612	5609 Camelback Rd, Tampa, FL, 33635	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139041	ENR	Bradley Romero	1955-02-12	UHC-69707-82	3308148498	2559 Lake View Rd, Jacksonville, FL, 32282	0.74	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+3 more
ENR-111589	ENR	Emma Z Davis	2006-03-14	UHC-54291-61	—	2197 Grand Ave, Tucson, AZ, 85739	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114334	ENR	Jesse D Warren	2008-11-17	UHC-51170-46	4638301687	7100 Hillcrest Rd, Gilbert, AZ, 85243	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103858	ENR	Hannah Young	2001-02-22	UHC-12727-47	3338285049	3496 Cedar Ln, Minneapolis, MN, 55481	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-109458	ENR	Grace U Patterson	1983-05-26	UHC-32210-74	4177646397	3189 Maple Ave, Austin, TX, 78706	0.74	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+3 more
ENR-116360	ENR	Bobby U Watson	1997-02-10	UHC-36535-02	9432048692	9708 Palm Dr, Tampa, FL, 33656	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-121014	ENR	Ethan Morris	2006-06-12	UHC-85851-68	5887038705	265 Broadway, Dallas, TX	0.74	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+3 more
ENR-143063	ENR	Alan G Rodriguez	1964-02-25	UHC-92100-32	2528182291	9052 Elm St, Plano, TX, 75068	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106216	ENR	Philip Hoffman	1984-12-08	UHC-68347-54	7052103097	3090 Apache Blvd, San Diego, CA	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-103920	ENR	Ray E Lewis	1949-01-21	UHC-00572-26	5365907879	561 Pine Dr, Jacksonville, FL, 32266	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120196	ENR	Ray Y Hansen	1966-09-17	UHC-90769-21	5426814621	4381 Palm Dr, San Diego, CA, 92114	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103008	ENR	Jesse West	1984-05-23	UHC-97270-70	8635111474	5622 Highland Ave, Scottsdale, AZ, 85271	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133896	ENR	Janet P Padilla	1974-06-13	UHC-27801-36	9404981769	5221 Washington St, Scottsdale, AZ, 85228	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129073	ENR	Mariana Franklin	1954-12-15	UHC-03542-90	8135063873	4917 Oak St, Glendale, AZ, 85365	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131112	ENR	Ralph L Burke	2005-05-16	UHC-43756-46	2927301204	4678 Sunset Blvd, Eden Prairie, MN, 55375	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-105680	ENR	James H Shaw	1976-12-17	—	7213517372	168 Mesa Dr, Charlotte, NC, 28223	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135809	ENR	Beverly T Vega	1976-11-08	UHC-17606-92	3298199939	9341 Forest Ave, Plano, TX, 75044	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101316	ENR	Jacob C Hart	1990-11-02	UHC-09121-64	4183970671	7461 Market St, Tampa, FL, 33625	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135212	ENR	Brittany Collins	2006-12-17	UHC-30480-05	8444243217	4470 Lake View Rd, Chandler, AZ, 85286	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132649	ENR	Olivia King	1954-02-21	UHC-33741-51	4013725209	6000 Cedar Ln, Scottsdale, AZ, 85281	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110151	ENR	Frank W Murphy	1972-06-08	UHC-42751-19	6369324119	6085 Grand Ave, Fresno, CA, 93706	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-125181	ENR	Jesse K Hanson	1995-07-27	UHC-43026-53	3244284006	5312 Maple Ave, Denver, CO, 80215	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127907	ENR	Diego Holmes	1973-12-01	UHC-69313-48	7772756459	1427 Palm Dr, Tempe, AZ, 85241	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120028	ENR	Carl Ruiz	1986-10-20	UHC-13349-63	2197927560	9542 Sunset Blvd, Tampa, FL, 33667	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112498	ENR	Kevin U Bell	2005-12-22	UHC-53553-91	8812532813	9392 Bayshore Dr, Tampa, FL, 33649	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-104256	ENR	Isabella Washington	1965-06-09	UHC-18382-94	2708201536	9199 Sage Ct, Columbus, OH, 43226	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103832	ENR	Karen White	1986-12-06	UHC-50270-05	9605662901	9809 Ridge Rd, Jacksonville, FL, 32285	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-102234	ENR	Jacqueline O Taylor	1976-10-27	UHC-96049-80	7627289069	2794 Oak St, Houston, TX, 77014	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102233	ENR	Jacqueline O Taylor	1976-10-27	UHC-96049-80	7627289069	2794 Oak St, Houston, TX, 77014	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101686	ENR	Joan Nunez	2001-10-23	UHC-22541-88	6507798099	6137 Mountain View Dr, Las Vegas, NV, 89168	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105332	ENR	Joseph R Pena	1950-07-28	—	9895999793	273 Mountain View Dr, Austin, TX, 78771	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

16,916 rows, page 151 of 339Previous Next