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-110594	ENR	Camila Griffin	2002-02-22	UHC-54579-08	3243828322	6395 Canyon Rd, Las Vegas, NV, 89121	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-127703	ENR	Michelle Jacobs	1956-04-06	UHC-37499-83	3344490345	8321 Mountain View Dr, Chandler, AZ, 85209	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-128610	ENR	Joe Riley	1988-08-21	UHC-84868-97	—	5814 Sage Ct, San Diego, CA, 92173	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119474	ENR	William Nelson	1969-02-23	UHC-40816-54	4174585752	9457 Lake View Rd, Tucson, AZ, 85753	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-113752	ENR	Mariana E Herrera	1979-09-25	UHC-47508-09	3016989214	4823 Mountain View Dr, Sacramento, CA, 95863	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-134235	ENR	Prriya Lpez	1944-05-10	UHC-42912-95	2216165141	1884 Palm Dr, Orlando, FL, 32865	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-108722	ENR	Patricia A Nichols	—	UHC-45310-42	3116196673	9725 Desert Sky Blvd, Eden Prairie, MN, 55397	0.66	Name re-cased Date of birth missing Phone reformatted Gender normalised+1 more
ENR-107190	ENR	Marilyn Fisher	1985-04-16	UHC-53466-53	6327881364	4815 Sage Ct, San Antonio, TX	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-124766	ENR	Kayla A Garrett	1993-01-02	UHC-84412-04	5952711400	3765 Desert Sky Blvd, Fresno, CA, 93773	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-132235	ENR	Karen A Fisher	1951-08-16	UHC-86096-60	2904636058	6730 Baseline Rd # 837, Houston, TX, 77092	0.66	Phone reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-105443	ENR	Joshua J Young	1974-10-10	UHC-95779-94	—	9167 Willow Ct, San Diego, CA, 92183	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-131576	ENR	Willie B Butller	1978-04-20	UHC-72796-94	7027638949	5682 Union St, Sacramento, CA, 95872	0.66	Phone reformatted SSN last four extracted City re-cased State code upper-cased+1 more
ENR-142095	ENR	Jack Yang	1992-01-27	UHC-07057-61	4359854255	1847 Central Ave, Gilbert, AZ	0.66	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
ENR-139052	ENR	Beveerly M Crawford	2008-05-09	UHC-67716-02	4393363253	1517 Cedar Ln, Charlotte, NC, 28240	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-117181	ENR	Kelly X Jenknis	1980-06-22	UHC-66047-18	3478744930	7663 Maple Ave, Denver, CO, 80216	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-134861	ENR	Peter Garrett	2000-01-10	UHC-91659-77	3872256359	6464 Canyon Rd Apt 6, Dallas, TX, 75253	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
ENR-134052	ENR	Judith Lee	1981-02-09	UHC-48840-84	8098303444	1553 Market St, Atlanta, GA, 30357	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-121281	ENR	Danielle George	1954-11-16	UHC-64557-14	2179051593	2035 Church St, Eden Prairie, MN, 55340	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133945	ENR	Karen E Romero	1986-03-19	UHC-81131-34	6014145517	6696 Spring St Apt 30, Denver, CO, 80276	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
ENR-115942	ENR	Lawrence Rodriguez	1939-09-17	UHC-25245-14	7214647303	2258 Church St, Nashville, TN, 37277	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-125331	ENR	Carol Vasquez	1965-12-11	UHC-02457-29	3029430528	6253 Washington St, San Diego, CA, 92140	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-119671	ENR	Jose P Padilla	1955-01-14	UHC-81594-89	5785331507	2576 Elm St, Seattle, WA, 98141	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-135285	ENR	David J Ryan	1990-01-19	UHC-06040-57	7342478808	5979 Park Pl, Orlando, FL, 32832	0.66	Name re-cased Member ID reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-114425	ENR	Julia K Franklin	2001-03-26	UHC-21881-25	3883961290	9744 Indian School Rd, Dallas, TX, 75229	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-137501	ENR	Julia C Jimenez	2000-02-21	UHC-57419-09	8296405581	1012 Canyon Rd, Gilbert, AZ, 85287	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-113969	ENR	Carl Vega	1939-12-26	UHC-72214-77	6338953920	2668 Camelback Rd, Scottsdale, AZ, 85250	0.66	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+1 more
ENR-119581	ENR	Rebecca Bailey	1986-12-20	UHC-60552-85	3757740470	1103 Lake View Rd, Eden Prairie, MN, 55338	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-106633	ENR	Samantha J Martinez	1975-02-15	UHC-54468-81	7356043698	3914 Forest Ave Apt 1, Phoenix, AZ, 85069	0.66	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
ENR-115693	ENR	Carol R Walker	1987-08-16	UHC-53115-36	2052651534	384 Grand Ave, Orlando, FL, 32870	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-108365	ENR	Virginia G Graham	1943-12-05	UHC-43956-72	2746209937	4639 Palm Dr, San Diego, CA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-134130	ENR	Charles N Tucker	1961-02-23	UHC-91411-90	2409215406	6126 Indian School Rd, Mesa, AZ, 85219	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-129888	ENR	Maria Weaver	1949-11-06	UHC-94898-32	6384994857	7140 Cedar Ln, Mesa, AZ, 85247	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-136127	ENR	Anthony Oliver	1962-09-24	UHC-51791-98	5877572903	697 Meadow Ln, Phoenix, AZ, 85026	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-142531	ENR	Michael Wells	1987-12-05	UHC-80844-55	7726582859	3505 Market St, Tampa, FL	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
ENR-142530	ENR	Michael Wells	1987-12-05	UHC-80844-55	7726582859	3505 Market St, Tampa, FL	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
ENR-132564	ENR	Priya I Chen	1952-07-03	UHC-93065-24	5195229535	1722 Lake View Rd, Jacksonville, FL, 32227	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-111900	ENR	Frances Shmidt	1966-09-23	UHC-14743-34	3222932178	1285 Bayshore Dr, Miami, FL, 33113	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-100435	ENR	Danielle B Oliver	1947-05-28	UHC-56878-96	—	2061 Spring St, San Diego, CA, 92184	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-103031	ENR	Roger Crawford	1966-01-21	UHC-92649-44	3098485055	8719 Oak St, Phoenix, AZ, 85008	0.66	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-126871	ENR	Thomas T Carter	1984-12-06	UHC-18931-33	6564273432	4427 Maple Ave, Glendale, AZ, 85304	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107408	ENR	Marcus V Nelson	1957-04-08	UHC-34131-61	2275791675	4225 Washington St, Tempe, AZ, 85276	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-138751	ENR	Betty B Murray	1986-04-20	UHC-79482-59	5942915107	6683 Market St, Columbus, OH, 43273	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-121026	ENR	Richard Maldonado	2003-04-20	UHC-25727-53	2346440348	2310 Sage Ct, Tempe, AZ, 85269	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-132977	ENR	Elijah Li	1942-01-05	UHC-84641-40	5463306592	6856 Mesa Dr, Las Vegas, NV, 89190	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-105942	ENR	Gary P Burke	1963-05-22	UHC-88412-98	5097344875	2576 Lake View Rd, Miami, FL, 33128	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114924	ENR	Billy K Hansen	1960-03-13	UHC-35061-76	8119283330	8826 Grand Ave, San Diego, CA, 92132	0.66	Name re-cased Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-129676	ENR	Terry T Sanchez	2005-09-07	UHC-73763-36	7685747225	9327 Lake View Rd, Scottsdale, AZ, 85205	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-109953	ENR	Charles Thomas	1941-07-20	UHC-32673-49	8862680111	3700 Washington St, Dallas, TX, 75203	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-114804	ENR	Gabriel Gray	2001-08-25	UHC-14318-72	3388153032	8384 Lincoln Way, Gilbert, AZ	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-129895	ENR	Ryan T Morgan	2006-04-05	UHC-24598-44	2416691680	3435 Indian School Rd, Tucson, AZ, 85799	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more

7,326 rows, page 90 of 147Previous Next