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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118608	ENR	Gregory F Jimenez	1938-02-23	UHC-20226-13	3146390165	8862 Sunset Blvd Apt 3, Plano, TX, 75004	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
ENR-113309	ENR	Maria T Miler	1999-03-13	UHC-54776-90	3825780564	3823 Indian School Rd # 520, Nashville, TN, 37277	0.80	Name re-cased Date of birth reformatted Phone reformatted Unit split from street
ENR-137809	ENR	Abigail J Martinez	2003-07-23	UHC-97663-41	4528524456	3266 Bayshore Dr Apt 28, Plano, TX, 75076	0.80	Phone reformatted Unit split from street Email lower-cased Whitespace trimmed
ENR-128033	ENR	Christine J Espinoza	1980-09-28	UHC-16134-22	4158055756	6095 Meadow Ln # 554, Plano, TX, 75098	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
ENR-125056	ENR	Carol Montgomery	1947-05-15	UHC-11604-54	—	5080 Market St # 934, Fresno, CA, 93771	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
ENR-142045	ENR	Thhomas Singh	1993-01-03	UHC-07213-66	8783815404	279 Apache Blvd # 779, Houston, TX, 77072	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-113858	ENR	Paul M Day	2002-10-10	UHC-31634-28	4868356477	4951 Oak St # 930, Orlando, FL, 32860	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-132520	ENR	Joyce Hunter	1974-11-24	UHC-92295-16	7063769908	5559 Meadow Ln Apt 17, Fresno, CA, 93719	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
ENR-126964	ENR	Sara Hanson	1993-07-16	UHC-23621-71	6265279615	2711 Sage Ct # 296, Charlotte, NC, 28237	0.80	Phone reformatted Unit split from street Email lower-cased Placeholder values cleared
ENR-128623	ENR	Christine Estrada	1951-04-03	UHC-18639-57	7235588998	3473 Hillcrest Rd # 538, Tucson, AZ, 85751	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-110834	ENR	Katherine Lucas	1953-06-04	UHC-96093-29	—	6883 Bayshore Dr Apt 6, Plano, TX, 75032	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
ENR-122048	ENR	Chuck Fernendez	1968-06-02	UHC-67743-02	5575679794	3419 Lake View Rd # 668, Mesa, AZ, 85280	0.80	Phone reformatted Unit split from street City re-cased Whitespace trimmed
ENR-107253	ENR	Roger Z Russell	1993-08-03	UHC-72213-89	5354237435	1461 River Rd # 310, San Diego, CA, 92133	0.80	Name re-cased Date of birth reformatted Phone reformatted Unit split from street
ENR-123311	ENR	Jason D Schultz	1989-11-12	UHC-55617-96	6877064246	2031 Bayshore Dr # 282, Orlando, FL, 32895	0.80	Name re-cased Phone reformatted Unit split from street City re-cased
ENR-121724	ENR	Jerry G Bowman	1954-04-03	UHC-10796-06	2157552230	5417 Oak St Apt 40, Eden Prairie, MN, 55347	0.80	Name re-cased Date of birth reformatted Phone reformatted Unit split from street
ENR-110061	ENR	Carollyn J Shaw	1950-11-15	UHC-40375-01	6667622497	1489 Cedar Ln # 366, Tampa, FL, 33694	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
ENR-137632	ENR	Michael Rios	1961-08-23	UHC-88156-15	2537291705	9120 Lake View Rd Apt 25, Los Angeles, CA, 90097	0.80	Member ID reformatted Unit split from street City re-cased Whitespace trimmed
ENR-135139	ENR	Larry R Stephens	1941-12-13	UHC-87488-26	7573856113	6390 Camelback Rd Apt 40, Las Vegas, NV, 89126	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-111790	ENR	Betty V Lewis	1993-08-28	UHC-58319-93	3259104702	3459 River Rd Apt 22, San Antonio, TX, 78215	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
ENR-108336	ENR	Kenneth Y Hill	1959-03-08	UHC-32074-01	2759262573	9118 Spring St Apt 14, Las Vegas, NV, 89146	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
ENR-100957	ENR	Jaccob Lee	1973-06-25	UHC-20280-16	4275795494	9622 Willow Ct Apt 25, Columbus, OH, 43239	0.80	Name re-cased Phone reformatted Unit split from street Email lower-cased
ENR-139944	ENR	Noah P Munoz	1979-12-21	UHC-31121-27	8203228329	5268 Palm Dr Apt 20, Phoenix, AZ, 85015	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-140388	ENR	Liisa Fernandez	1984-02-26	UHC-88686-23	6166574163	5174 Broadway # 997, Glendale, AZ, 85378	0.80	Phone reformatted Unit split from street Address re-cased Placeholder values cleared
ENR-103452	ENR	Ralph Cunningham	1969-04-16	UHC-93386-23	9744194940	3821 Spring St # 522, Orlando, FL, 32833	0.80	Name re-cased Phone reformatted Unit split from street Email lower-cased
ENR-137582	ENR	Daniel R Hicks	1951-07-26	UHC-35474-34	5886480238	3864 Jefferson Ave Apt 27, Austin, TX, 78781	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
ENR-133841	ENR	Scott Z Duncan	1970-06-06	UHC-34340-60	2014421258	71 Bayshore Dr Apt 3, Los Angeles, CA, 90071	0.80	Phone reformatted Unit split from street Email lower-cased Whitespace trimmed
ENR-120368	ENR	Jack Castillo	1954-10-23	UHC-80141-96	6788955067	466 Camelback Rd Apt 5, Minneapolis, MN, 55400	0.80	Phone reformatted Unit split from street City re-cased Placeholder values cleared
ENR-130934	ENR	Elijah R Hunter	1992-05-21	UHC-37427-43	9728042220	9432 Broadway Apt 16, Minneapolis, MN, 55466	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
ENR-116480	ENR	Kathleen R Munoz	1961-07-25	UHC-33554-79	—	699 River Rd # 316, Minneapolis, MN, 55486	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
ENR-120032	ENR	Amanda Freeman	1976-07-07	UHC-66453-18	6933521053	7544 Ridge Rd Apt 26, Scottsdale, AZ, 85286	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
ENR-113379	ENR	Austin L Schmidt	1973-01-04	UHC-91220-48	4272960862	6057 Palm Dr # 480, Gilbert, AZ, 85286	0.80	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed
ENR-132176	ENR	Sharon Y Russell	1943-06-03	UHC-67038-65	9399067984	3768 Main St # 729, San Diego, CA, 92120	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
ENR-116488	ENR	Lawrence Hanson	2005-07-01	UHC-58414-02	9752898872	1402 Indian School Rd # 373, Denver, CO, 80211	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
ENR-120907	ENR	Brenda W Hart	1977-02-04	UHC-41427-54	5506323724	9078 Forest Ave Apt 24, Orlando, FL, 32849	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
ENR-141306	ENR	Bradley U Ferguson	1995-09-08	UHC-38944-15	5866576985	8439 River Rd Apt 10, San Diego, CA, 92104	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
ENR-127261	ENR	Raymond Cole	1993-06-08	UHC-49275-83	5529928065	2312 Ocean Ave Apt 3, Tempe, AZ, 85299	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
ENR-140201	ENR	Mark Simpson	1942-03-02	UHC-13339-49	5289967760	3103 Park Pl # 494, Fresno, CA, 93717	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-123637	ENR	Camila P Ryan	1986-10-28	UHC-46828-66	5473255537	6745 Meadow Ln Apt 38, Minneapolis, MN, 55425	0.80	Date of birth reformatted Unit split from street City re-cased Whitespace trimmed
ENR-129009	ENR	Russell P Nnuez	1987-06-15	UHC-92246-28	2273469995	9308 River Rd # 227, Jacksonville, FL, 32287	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
ENR-110754	ENR	Marcus Willis	1984-04-11	UHC-03562-26	9074495972	6871 Park Pl Apt 12, Plano, TX, 75027	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-141889	ENR	Ethan Goron	1945-10-17	UHC-40444-84	5623543872	706 Lincoln Way Apt 21, Dallas, TX, 75288	0.80	Name re-cased Unit split from street Plan code upper-cased Whitespace trimmed
ENR-127465	ENR	Alan K Mendez	1938-01-22	UHC-14071-46	4829762079	3283 Willow Ct Apt 7, Tucson, AZ, 85768	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
ENR-138606	ENR	Lucia Greene	1952-04-08	UHC-67461-24	—	7328 Sage Ct # 692, Atlanta, GA, 30374	0.80	Name re-cased Member ID reformatted Unit split from street Plan code upper-cased
ENR-139446	ENR	Adam I Garcia	2003-04-05	UHC-66689-15	8073838905	6052 Cedar Ln # 573, San Diego, CA, 92182	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
ENR-108896	ENR	Gloria C Vasquez	1970-07-18	UHC-13633-38	7394263633	7394 Meadow Ln # 747, San Antonio, TX, 78203	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
ENR-109210	ENR	Joseph K Peters	1973-09-07	UHC-30404-02	2112295769	6481 Broadway Apt 24, Nashville, TN, 37274	0.80	Name re-cased Unit split from street City re-cased Email lower-cased
ENR-137628	ENR	Vinecnt Owens	1940-03-06	UHC-82525-96	3325679622	7679 Church St # 745, Jacksonville, FL, 32222	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
ENR-125252	ENR	Anthony X Young	1973-09-11	UHC-05720-74	8932675206	1997 Grand Ave Apt 13, Sacramento, CA, 95876	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
ENR-126710	ENR	Carolyn E Rice	1941-09-08	UHC-84651-95	8025423973	2300 Market St # 962, Scottsdale, AZ, 85298	0.80	Phone reformatted Unit split from street City re-cased Email lower-cased
ENR-128621	ENR	Natalie Taylor	1990-05-01	UHC-81929-18	4462800579	3265 Main St Apt 31, Atlanta, GA, 30372	0.80	Name re-cased Phone reformatted Unit split from street Email lower-cased

3,345 rows, page 61 of 67Previous Next