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-108727	ENR	Arjun R Hunt	2002-02-13	UHC-96687-79	7077887410	3349 Spring St, Eden Prairie, MN, 55309	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141313	ENR	Kevin Fields	2005-02-19	UHC-78650-22	7019851289	3941 Maple Ave, San Antonio, TX, 78259	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129454	ENR	Ryan Fox	1977-05-21	UHC-02124-02	4885795539	1529 Willow Ct, Gilbert, AZ, 85292	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118875	ENR	Mark A Butler	1981-09-26	UHC-68693-91	4744934354	1096 Camelback Rd, Gilbert, AZ, 85206	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118874	ENR	Mark A Butler	1981-09-26	UHC-68693-91	4744934354	1096 Camelback Rd, Gilbert, AZ, 85206	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126282	ENR	Robert Q Price	1967-04-12	UHC-60747-77	2549092832	1156 Meadow Ln, Atlanta, GA, 30313	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117192	ENR	Sarah Tucker	1943-09-21	UHC-46506-60	5563557300	8369 Mountain View Dr, Sacramento, CA, 95819	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-139871	ENR	Dorothy D Robertson	1971-02-06	UHC-71835-97	3109728911	7638 Harbor Blvd, Tempe, AZ, 85220	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126872	ENR	Gloria V Johnson	1987-03-02	UHC-44130-97	6965214868	3218 Hillcrest Rd, Orlando, FL, 32826	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-119991	ENR	Eirc Foster	2000-11-12	UHC-97726-64	3052506160	8358 Meadow Ln, Fresno, CA, 93763	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-103327	ENR	Noah Nguyen	1948-06-02	UHC-82885-96	2162830882	2108 Willow Ct, Tampa, FL, 33617	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117146	ENR	Jack Z Watson	1988-08-25	UHC-54078-08	2789872748	3106 Cedar Ln, Eden Prairie, MN, 55318	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140429	ENR	Gerald E Simpson	1942-12-15	UHC-08297-98	—	4029 Forest Ave, Las Vegas, NV, 89116	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-105374	ENR	Michelle Hart	1972-02-27	UHC-85848-93	7917072618	8716 Hillcrest Rd, Mesa, AZ, 85214	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-116920	ENR	Priya Baker	1990-09-01	UHC-81708-30	5772541548	1005 Central Ave, Charlotte, NC, 28291	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138159	ENR	John A Wood	1997-05-03	UHC-54344-81	5745986144	2081 Spring St, Columbus, OH, 43296	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118828	ENR	Stephen B Hayes	1945-03-09	UHC-96739-90	8712752032	5994 Willow Ct, Scottsdale, AZ, 85264	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131526	ENR	Eddie X Garrett	1992-04-08	UHC-58524-19	9607714545	2272 Sunset Blvd, San Antonio, TX, 78228	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-131527	ENR	Eddie X Garrett	1992-04-08	UHC-58524-19	9607714545	2272 Sunset Blvd, San Antonio, TX, 78228	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-128221	ENR	Mason Q Banks	1951-09-05	UHC-53642-48	2477620496	4163 Forest Ave, Scottsdale, AZ, 85208	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133802	ENR	Julia Ruiz	1994-08-20	UHC-49539-71	5229299885	1868 River Rd # 410, Miami, FL, 33195	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-113083	ENR	Alexis Ruiz	1973-05-05	UHC-51707-54	7726886294	3858 Harbor Blvd, Sacramento, CA, 95828	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138389	ENR	Eugene Elliott	2000-07-24	UHC-39633-75	—	7124 Bayshore Dr, Tucson, AZ, 85766	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130755	ENR	Charlotte L Romero	1940-08-08	UHC-47771-35	6704788594	6709 Washington St, Orlando, FL, 32808	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139430	ENR	Lucia Anderson	1978-04-03	UHC-24339-08	8919293647	1049 Desert Sky Blvd, Nashville, TN, 37206	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135554	ENR	Justin Y Nichols	1978-08-23	UHC-84031-32	2807937863	7207 Highland Ave, Plano, TX, 75083	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128073	ENR	Robert C Peterson	1965-06-27	UHC-08242-63	8943771501	9031 Jefferson Ave, Austin, TX	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-115610	ENR	Michelle G Alvarado	1988-07-05	UHC-87184-39	6558928961	9144 Maple Ave, San Diego, CA, 92150	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-118279	ENR	Ryan O Hunt	1986-03-21	UHC-48459-73	5488772611	6165 Ridge Rd, Tempe, AZ, 85234	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-142393	ENR	Cheryl X Johnson	1973-02-07	UHC-75959-53	3353150878	101 Palm Dr, Sacramento, CA, 95821	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141880	ENR	Bradley Porter	1988-12-21	UHC-49462-04	9024898553	6755 Spring St, Mesa, AZ, 85224	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100822	ENR	Vincent Hernandez	1982-01-15	UHC-17305-17	5342423070	2121 Pine Dr, Miami, FL, 33125	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115712	ENR	Keith Russell	1992-02-01	UHC-15398-69	9848661925	6957 Lake View Rd, Seattle, WA, 98115	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-115713	ENR	Keith Russell	1992-02-01	UHC-15398-69	9848661925	6957 Lake View Rd, Seattle, WA, 98115	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129671	ENR	Natalie Y Dixon	1946-12-08	UHC-94753-87	2054034991	2013 Forest Ave, Scottsdale, AZ, 85208	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140419	ENR	Carolyn Simmons	1960-04-05	UHC-93810-96	8766516529	—	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-140555	ENR	Yuki White	1982-10-25	UHC-87519-70	4044403581	7035 Baseline Rd, Scottsdale, AZ, 85293	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117480	ENR	Amber Brown	1948-01-04	UHC-82688-97	7732869431	5547 Hillcrest Rd, Tucson, AZ, 85743	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135518	ENR	Kathryn Bennett	2006-11-14	UHC-30653-36	8524400006	6482 Union St, Mesa, AZ, 85241	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102739	ENR	Linda L Harris	1983-03-20	UHC-22013-65	9757617358	5910 Mountain View Dr, Denver, CO, 80276	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134643	ENR	Anna Ruiz	1956-06-02	UHC-41827-45	4843439310	8106 Canyon Rd, Atlanta, GA, 30390	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141344	ENR	Ana Wilson	1974-04-25	UHC-34676-78	9572687427	6492 Jefferson Ave, Chandler, AZ, 85258	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129418	ENR	Christina L Dominguez	1987-03-17	UHC-73710-24	5978094287	4892 Union St, Mesa, AZ, 85218	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105807	ENR	Dennis T Gray	1969-06-20	UHC-23100-81	6273152189	4859 Maple Ave, Fresno, CA, 93720	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134406	ENR	Ashley Watson	1960-12-22	UHC-02090-65	9388858091	4523 Maple Ave, Phoenix, AZ, 85064	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-104233	ENR	Alexis A Torres	1980-08-07	UHC-19949-26	2607408084	1336 Maple Ave, Minneapolis, MN, 55440	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-112509	ENR	Adam Evans	1989-10-10	UHC-68420-99	8297865093	812 River Rd, Jacksonville, FL, 32267	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-137786	ENR	Ralph X Tran	1938-12-26	UHC-19577-66	3196739034	9090 Pine Dr, Sacramento, CA, 95876	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127901	ENR	Sean H Wallace	1994-10-23	UHC-48266-32	7427173751	3705 Desert Sky Blvd, San Antonio, TX, 78259	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117502	ENR	Isabella W Steewart	1995-11-01	UHC-47029-69	9159768851	9036 Mesa Dr, Charlotte, NC, 28239	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

13,989 rows, page 119 of 280Previous Next