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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138283	ENR	Megan Richardson	1959-05-13	UHC-31006-11	9409138587	2569 Indian School Rd, Orlando, FL, 32855	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135379	ENR	Christine Hunter	1957-07-13	UHC-88464-16	4334537850	7386 Forest Ave, Jacksonville, FL, 32228	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-114961	ENR	Gregory Salazar	1955-03-17	UHC-54013-72	—	5228 Harbor Blvd, Los Angeles, CA, 90079	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114566	ENR	Mari S Hernandez	2002-11-03	UHC-97681-70	—	9486 Maple Ave, Scottsdale, AZ, 85200	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-106285	ENR	Barbara Aguilar	1982-01-10	UHC-00204-81	5246885921	628 Sunset Blvd, Atlanta, GA, 30300	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108211	ENR	Sophia Lynch	1967-10-21	UHC-01980-86	7369644069	2211 Harbor Blvd, Mesa, AZ, 85279	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123519	ENR	Priya Y Yang	1980-04-17	UHC-59396-46	7162066868	2391 Forest Ave, Columbus, OH, 43253	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132639	ENR	William V Barnes	1979-08-02	UHC-67358-01	7974293706	4881 Main St, Gilbert, AZ, 85234	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113708	ENR	Carol N Butler	1954-08-10	UHC-22113-82	6072984387	3295 Pine Dr, Columbus, OH, 43256	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110111	ENR	Cheryl V Gray	1946-03-05	UHC-73034-83	2326056604	9582 Jefferson Ave, Houston, TX, 77022	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-116056	ENR	Christina V Hayes	1990-03-27	UHC-00491-77	9383772721	8571 Mesa Dr, Plano, TX, 75013	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133469	ENR	Billy Q Richards	1945-09-14	UHC-02139-91	2894482980	2322 Hillcrest Rd, Minneapolis, MN, 55404	0.74	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-113863	ENR	Beverly A Hernandez	1994-10-20	UHC-61868-50	3006338302	1804 Spring St, Atlanta, GA, 30334	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133521	ENR	Bryan Schultz	1947-12-11	UHC-81701-49	9744589103	905 Harbor Blvd, Dallas, TX, 75262	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109525	ENR	Patricia D Wilson	1980-12-14	UHC-39355-98	6659349692	5447 Sage Ct, Columbus, OH, 43240	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116036	ENR	Emma Z Simmons	2000-06-02	UHC-69392-65	6523601649	1515 Cedar Ln, Austin, TX, 78781	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117961	ENR	Jeffrey C Turner	1954-01-08	UHC-25947-09	8196217032	5198 Sage Ct, Fresno, CA, 93751	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126686	ENR	Ashley L Lawson	1942-07-23	UHC-23259-90	—	5048 Canyon Rd, Fresno, CA, 93734	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-137445	ENR	Megan A Carter	1980-10-13	UHC-66312-14	6069038480	4534 Forest Ave, San Diego, CA, 92152	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
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-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-138084	ENR	William Halll	1975-07-16	UHC-36756-03	3628833061	1847 Pine Dr, Scottsdale, AZ, 85272	0.74	Name re-cased Phone 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-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-104839	ENR	Charles Bryant	1941-02-14	UHC-49268-46	3836539595	5600 Baseline Rd, San Antonio, TX, 78237	0.74	Name re-cased Date of birth 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-117108	ENR	Jessica T Snyder	1964-07-06	UHC-92417-51	2095371111	7170 Desert Sky Blvd, Sacramento, CA, 95866	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120471	ENR	Ethan Welch	1991-03-18	UHC-78275-78	6135024126	3867 Highland Ave, Miami, FL, 33199	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+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-125101	ENR	Peter R Parker	1958-10-22	UHC-44964-27	8508508062	9397 Ridge Rd, Eden Prairie, MN, 55315	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125102	ENR	Peter R Parker	1958-10-22	UHC-44964-27	8508508062	9397 Ridge Rd, Eden Prairie, MN, 55315	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-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-114680	ENR	William Smith	1973-03-21	UHC-64534-68	3424152888	9336 Hillcrest Rd, Houston, TX, 77030	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114918	ENR	Heather Carr	1962-11-20	UHC-85036-04	8508041045	3873 Mesa Dr, Scottsdale, AZ, 85220	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address 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-124730	ENR	Yuki Kelly	1968-05-04	UHC-43180-83	2135117742	1258 Mesa Dr, Atlanta, GA, 30300	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-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-138772	ENR	Olivia E Gutierraz	1971-06-02	UHC-58273-14	3309738213	2108 Ocean Ave, Denver, CO, 80237	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102933	ENR	Anna G Young	1988-03-28	UHC-69231-03	2089919527	4366 Sage Ct, Columbus, OH, 43226	0.74	Name re-cased Date of birth reformatted Phone reformatted City 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-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-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

8,423 rows, page 86 of 169Previous Next