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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139848	ENR	Christien McDonald	1997-12-12	UHC-77835-85	8739923399	6840 Spring St, Charlotte, NC, 28275	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138360	ENR	Ken Barnes	1982-10-20	UHC-22269-87	2527899354	737 Oak St, Chandler, AZ, 85240	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113474	ENR	Jim Johnson	1945-07-21	UHC-22933-11	4115459412	9124 Grand Ave, Tempe, AZ, 85259	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123093	ENR	Arjun G Hall	2002-03-11	UHC-12634-22	2567233942	663 Jefferson Ave, Minneapolis, MN, 55448	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114224	ENR	Bruce V Little	1941-07-05	UHC-76002-34	7512608776	2833 Sunset Blvd, San Diego, CA, 92115	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140427	ENR	Lisa F Rogers	1955-05-21	UHC-24194-21	2286130576	6526 Park Pl, Los Angeles, CA, 90048	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122986	ENR	Kathy Morgan	1994-04-23	UHC-44662-69	5535307790	5250 Spring St, Fresno, CA, 93754	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109864	ENR	Samantha L Perez	1996-03-25	UHC-74382-23	6823511706	5062 Ridge Rd, Houston, TX, 77040	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130228	ENR	Mason Clark	1949-09-12	UHC-58223-41	—	3158 Bayshore Dr, Houston, TX, 77010	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-102554	ENR	Jessica Jimenez	1972-08-26	UHC-85188-23	6716536150	2680 Sunset Blvd, Jacksonville, FL, 32254	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118701	ENR	Henry Wells	1994-05-08	UHC-34465-23	2483558215	7167 Highland Ave, Scottsdale, AZ, 85216	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141198	ENR	Bradley Dunn	1950-02-10	UHC-63013-82	4057801523	4893 Mountain View Dr, Minneapolis, MN, 55480	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-118439	ENR	Loggan I Robinson	1960-07-13	UHC-41049-44	9173299270	9414 Church St, Las Vegas, NV, 89118	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+4 more
ENR-117137	ENR	Amy Bryant	1950-02-10	UHC-84464-07	4235164157	2882 Oak St, Fresno, CA, 93709	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-128199	ENR	Kelly Griffin	1977-04-10	UHC-20670-78	2832347520	172 Hillcrest Rd, Glendale, AZ, 85334	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138328	ENR	Saar K Williams	1973-12-22	UHC-98807-33	6887004716	5037 Washington St, Seattle, WA, 98101	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-119072	ENR	Diego Boyd	2002-09-23	UHC-90958-04	7437540518	6612 Washington St, Columbus, OH, 43294	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-101319	ENR	Justin U Weber	1948-06-28	UHC-21843-63	—	9726 Palm Dr, Miami, FL, 33131	0.60	Street suffix standardised Address re-cased City re-cased State code upper-cased+4 more
ENR-136924	ENR	Keevin Z Stevens	1953-01-05	UHC-86764-72	6217767714	7911 Baseline Rd, Glendale, AZ, 85373	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111988	ENR	Anthony G Fields	1966-06-08	UHC-92391-87	6026645562	7579 Central Ave, Austin, TX, 78712	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-132249	ENR	William W Rivera	1971-03-13	UHC-47674-88	5122810729	3566 Willow Ct, San Diego, CA, 92191	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135457	ENR	Brandon G Sanchez	1949-12-04	UHC-72460-94	9658622273	6448 Lake View Rd # 450, Tucson, AZ, 85765	0.60	Name re-cased Date of birth reformatted Unit split from street City re-cased+4 more
ENR-137161	ENR	Noah Herrera	1955-02-25	UHC-36445-13	2652811140	6367 Market St, Denver, CO, 80200	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118559	ENR	Denise X Warren	1952-03-06	UHC-93992-96	4016969677	747 Camelback Rd, Nashville, TN, 37229	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-113539	ENR	Aisha P Butler	1971-04-13	UHC-74011-36	5842846470	181 Maple Ave, Denver, CO, 80237	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127358	ENR	Adam Stewart	1954-09-02	UHC-00514-65	3346406936	7139 Oak St, Chandler, AZ, 85293	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106872	ENR	Keith Hernandez	1998-11-21	UHC-09533-29	4353518061	1394 Apache Blvd, Scottsdale, AZ, 85239	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-114068	ENR	Amber S Jimenez	1983-11-10	UHC-69635-02	4882439681	5374 Desert Sky Blvd, Austin, TX, 78718	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110082	ENR	Valentina A Price	2004-04-24	UHC-82856-79	6477209931	9812 Meadow Ln, Phoenix, AZ, 85032	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-135687	ENR	Sophia L Fowler	1954-12-16	UHC-00499-12	2694712046	7348 Broadway Apt 24, Miami, FL, 33123	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-106012	ENR	Sean Morreno	1989-08-28	UHC-94786-19	7689699642	8250 Elm St, San Diego, CA, 92188	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114984	ENR	Susan N Howard	1995-01-09	UHC-23868-31	3035682945	9163 Willow Ct, Plano, TX, 75089	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108066	ENR	Arjun Ray	1966-09-21	UHC-51751-35	6276322371	8416 Baseline Rd, Nashville, TN, 37205	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135042	ENR	Patricia Hicks	1984-05-19	UHC-34406-02	2825286484	7193 Main St, Chandler, AZ, 85285	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-109126	ENR	Jeremy Carlson	1989-08-01	UHC-96041-62	9107268586	6448 Church St, Eden Prairie, MN, 55377	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-126471	ENR	Rssell S Fuller	1976-09-18	UHC-39766-37	8296592894	7563 Maple Ave, Phoenix, AZ, 85069	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-128763	ENR	Dennis Weber	2008-10-19	UHC-92414-28	6887868699	4332 Central Ave, Miami, FL, 33105	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120828	ENR	Diane C Snyder	1953-08-25	UHC-68765-36	6082870496	3890 Cedar Ln, Plano, TX, 75081	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-141367	ENR	Matthew Y Cruz	1982-02-15	UHC-51746-95	—	5680 Hillcrest Rd, Sacramento, CA, 95879	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-101552	ENR	Samuel E Matthews	1944-09-02	UHC-46320-28	3122669108	7941 Elm St, Plano, TX, 75044	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-122277	ENR	Denise X Padilla	1961-11-02	UHC-97647-24	—	1651 Hillcrest Rd, Denver, CO, 80213	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-128957	ENR	Jean Chavez	1965-06-07	UHC-97809-22	7673313354	1806 River Rd, San Diego, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+4 more
ENR-121226	ENR	Frances Z Rogers	1953-05-25	UHC-18099-21	8117742862	131 Lake View Rd, Sacramento, CA, 95868	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116115	ENR	Ana Alvarado	1967-06-19	UHC-55845-19	8973105980	5209 Ocean Ave, Chandler, AZ, 85209	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137225	ENR	Cheryl N Bradley	1981-08-26	UHC-91491-21	8338027279	1119 Lake View Rd, Orlando, FL, 32858	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-120263	ENR	Scott L Obrien	1979-03-15	UHC-07659-60	8917561537	3693 Camelback Rd, Atlanta, GA, 30315	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-121169	ENR	Roger L Mills	1945-04-01	UHC-89961-17	5565978095	8121 Central Ave, Eden Prairie, MN, 55350	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131097	ENR	Douglas Z Guzman	1939-05-04	UHC-59096-88	4143293966	4355 Mountain View Dr, Tempe, AZ, 85299	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107184	ENR	Rachel A Peters	1970-12-15	UHC-21109-44	4284423908	8979 Market St, Austin, TX, 78751	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105823	ENR	Noah G Vasquez	1962-02-27	UHC-16757-75	3819455628	8356 Camelback Rd, San Antonio, TX, 78224	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more

7,326 rows, page 55 of 147Previous Next