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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102617	ENR	Scott Z Shaw	1943-09-25	UHC-47109-16	5699184977	663 Market St Apt 17, Dallas, TX, 75296	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-121695	ENR	Brittany Gilbert	2002-02-15	UHC-09613-64	3667725534	4053 Ridge Rd, Atlanta, GA, 30382	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-141711	ENR	Fatima N Wilsson	1944-03-27	UHC-62025-41	9014809196	455 Hillcrest Rd, Nashville, TN	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106323	ENR	Jason Gomez	1945-04-03	UHC-68046-13	—	6458 Park Pl, Denver, CO	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-112054	ENR	Nicole Wells	2008-03-11	UHC-66998-22	3504818198	3543 Central Ave Apt 19, Atlanta, GA	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
ENR-109177	ENR	Judith Hamilton	1971-03-26	UHC-67396-73	8609681024	7220 Spring St, Phoenix, AZ, 85024	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-123642	ENR	Aisha R Foster	1969-01-06	UHC-20002-70	2402028566	4862 Hillcrest Rd, Phoenix, AZ, 85007	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-101361	ENR	Carolyn L Collins	2001-07-24	UHC-87961-21	8929038071	7280 Palm Dr, Gilbert, AZ, 85261	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140401	ENR	Stephanie Collins	1978-09-02	UHC-66946-05	4836074739	5460 Baseline Rd, Mesa, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129109	ENR	Jennifer N Lopez	1953-04-17	UHC-10266-57	—	9814 Ridge Rd, Chandler, AZ, 85250	0.64	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+2 more
ENR-107342	ENR	Jacqueline Brooks	1964-10-04	UHC-71813-52	4102246758	6927 Park Pl, Columbus, OH, 43278	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128888	ENR	George R Mason	1966-06-26	UHC-26062-32	9454153720	4247 Desert Sky Blvd, Charlotte, NC, 28235	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-125935	ENR	Charles Padilla	1948-10-24	UHC-99928-66	4483889157	8669 Highland Ave, Tempe, AZ, 85200	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126891	ENR	Donald Ellis	1939-01-25	UHC-39148-42	2809011502	9268 Union St, Tempe, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-103207	ENR	Natalie Z Romero	1970-11-09	UHC-05876-88	2439531214	1511 Baseline Rd # 535, Glendale, AZ, 85339	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-113345	ENR	Amy Wallace	1983-03-27	UHC-57852-57	7844691245	4996 Union St, Mesa, AZ, 85264	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-120347	ENR	Billy N Carter	1940-09-27	UHC-82165-28	—	9536 Park Pl, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-135252	ENR	Andrea Mendosa	1939-05-07	UHC-86485-66	4854877644	3886 Sunset Blvd Apt 23, Scottsdale, AZ, 85234	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-119099	ENR	Julia F Vasquez	1956-12-05	UHC-90179-25	9322852002	7887 Indian School Rd, Minneapolis, MN, 55436	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101794	ENR	Kenneth N Chavez	1979-03-09	UHC-84069-65	4967798745	142 Spring St, Columbus, OH	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-107003	ENR	Bryen Stevens	1967-08-25	UHC-54937-27	6424924703	7061 Church St, Gilbert, AZ, 85210	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-102878	ENR	Jason Medina	1983-10-28	UHC-26945-97	9517626420	9662 Maple Ave, San Antonio, TX, 78252	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129405	ENR	Stephen Dominguez	1997-02-23	UHC-14104-16	5108078448	2598 Jefferson Ave, Phoenix, AZ	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
ENR-115510	ENR	Rachel J Hunter	1985-06-18	—	2704587905	4290 Park Pl, Seattle, WA, 98176	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139537	ENR	Samantha N Howard	1955-11-11	UHC-54388-27	4198041104	9210 Park Pl, Phoenix, AZ, 85042	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104191	ENR	Philip Gray	1948-10-06	UHC-41519-25	8574170224	9035 Willow Ct # 251, Seattle, WA, 98164	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-135974	ENR	Kathryn M Hart	1947-01-10	UHC-34576-96	4636167714	1306 Pine Dr Apt 24, Atlanta, GA	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-134206	ENR	Rachel W Wagner	1998-08-17	UHC-27206-41	—	6652 Meadow Ln, Eden Prairie, MN, 55337	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-138687	ENR	Gloria Lopez	1942-12-10	UHC-27080-04	6634113864	1893 Central Ave Apt 9, Tempe, AZ, 85223	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-131151	ENR	Rebecca Jensen	1961-03-13	UHC-95913-98	—	6866 Indian School Rd, Plano, TX, 75077	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136979	ENR	Christina Hawkins	1999-03-20	UHC-88607-22	4485262978	4653 Lincoln Way, Las Vegas, NV, 89117	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-120167	ENR	Hannah Carr	1943-07-10	UHC-05494-43	7297882463	8041 Cedar Ln, Sacramento, CA, 95860	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-123010	ENR	Brittany M Kennedy	1981-03-19	UHC-32345-17	6388178975	7007 River Rd Apt 39, Nashville, TN, 37259	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-120109	ENR	Randy B Baker	1981-04-09	UHC-05575-14	—	8269 Grand Ave, Mesa, AZ, 85297	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-137095	ENR	Chhristian Z Carroll	1979-11-01	UHC-52814-08	4364853360	6134 Oak St # 279, Nashville, TN, 37283	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-137094	ENR	Chhristian Z Carroll	1979-11-01	UHC-52814-08	4364853360	6134 Oak St # 279, Nashville, TN, 37283	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-132672	ENR	Lucia D Butler	1979-05-26	UHC-92207-77	7975432632	6114 Grand Ave, Miami, FL, 33134	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-141284	ENR	Denise D Pena	2001-09-06	UHC-12515-52	6838444648	5007 Pine Dr # 754, Miami, FL, 33107	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-142183	ENR	Peggy A Sullivan	2005-04-17	UHC-11975-47	2349254587	6599 Valley View Dr Apt 6, Chandler, AZ, 85267	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-138674	ENR	Cynthia F Rios	1996-08-17	UHC-75661-44	5575157672	8149 Union St, Miami, FL, 33171	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126006	ENR	Mark Fields	2003-02-14	UHC-10940-32	—	3478 Sage Ct, Tucson, AZ, 85703	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-133495	ENR	Barbara T Johnston	1990-12-20	UHC-77608-21	2573931456	6135 Ridge Rd # 254, Glendale, AZ, 85389	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-103703	ENR	Luuis Payne	1986-12-14	UHC-63005-41	—	8681 Park Pl, Fresno, CA, 93788	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-130077	ENR	Anna I Vega	1983-09-27	UHC-59908-76	5402561334	7331 Forest Ave, Nashville, TN, 37231	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121548	ENR	John L Anderson	1967-04-13	UHC-74807-02	5188578800	9872 Ocean Ave # 161, Phoenix, AZ, 85087	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
ENR-119667	ENR	Randy F Singh	1989-05-12	UHC-68184-37	9439908407	9754 Central Ave # 436, Phoenix, AZ, 85000	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-111448	ENR	Jean H Vasquze	1972-09-15	UHC-72732-38	7133433139	447 Ocean Ave, Jacksonville, FL, 32204	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-112645	ENR	Evelyn R Hamilton	1996-05-27	UHC-19691-51	9292051446	5460 Cedar Ln, Denver, CO, 80268	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103001	ENR	Frank D Soto	2007-11-14	UHC-53783-50	8065527556	4673 Bayshore Dr, Miami, FL, 33121	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-100857	ENR	Bruce Wang	1968-05-18	UHC-09845-92	—	8904 Sunset Blvd, Eden Prairie, MN, 55356	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more

13,989 rows, page 86 of 280Previous Next