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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100129	ENR	Cheryl Chen	1993-08-01	UHC-69315-62	6509193438	1394 Highland Ave, Tucson, AZ, 85752	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119012	ENR	Evelyn Q Guzman	1993-10-24	UHC-64017-72	5826596695	8001 Pine Dr, San Diego, CA, 92158	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-112209	ENR	Bran U Bailey	—	UHC-51571-55	8239601059	4358 Indian School Rd, Los Angeles, CA, 90033	0.66	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-119211	ENR	Margaret Z Patterson	1977-09-12	UHC-31161-99	8035518926	2729 Lincoln Way, Columbus, OH, 43264	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-106826	ENR	Maria Gibson	1985-05-25	UHC-55479-43	8528157153	9223 Cedar Ln, Plano, TX, 75080	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-121753	ENR	Mei T Le	1942-07-21	UHC-19059-48	5845439885	1892 Forest Ave, Sacramento, CA, 95827	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129756	ENR	Susan R Schmidt	1949-12-17	UHC-94571-79	9045340791	6027 Church St, Chandler, AZ, 85221	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-105444	ENR	Young Joshua	1974-10-10	UHC-95779-94	2173029196	9167 Willow Ct, San Diego, CA, 92183	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-137076	ENR	Harold E Wood	1991-04-19	UHC-31679-43	4492035714	9393 Oak St, San Diego, CA, 92167	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-142955	ENR	Jordan Payne	2000-04-02	UHC-53942-34	—	8673 Camelback Rd, Denver, CO, 80217	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-121544	ENR	Gloria Patel	1938-09-05	UHC-83726-88	3995084680	5439 Church St, Dallas, TX, 75238	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-124040	ENR	Brenda T Thompson	1986-01-18	UHC-36650-08	3157303561	7461 Lincoln Way, Seattle, WA, 98165	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-110313	ENR	Benjamin Ross	1980-12-02	UHC-35042-30	—	7719 Market St, Minneapolis, MN, 55421	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-122876	ENR	Henry Chen	1983-04-24	UHC-49957-77	5826446147	3732 Palm Dr, Tucson, AZ, 85754	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-137863	ENR	Carolyn E Richards	1968-03-22	UHC-56196-28	2452824051	2372 Lincoln Way # 975, Columbus, OH, 43261	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-143032	ENR	Fatima Vargas	2002-01-11	UHC-02626-87	3893628436	1022 Meadow Ln Apt 36, Los Angeles, CA, 90093	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-108819	ENR	Sharon Vazquez	—	UHC-22985-67	6686359253	4871 Park Pl, Tampa, FL, 33616	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118437	ENR	Brian N Robertson	1969-10-18	UHC-07917-24	5786063592	708 Maple Ave, San Diego, CA, 92196	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-100528	ENR	Carolyn A Jordan	1954-01-14	UHC-55355-54	6687154719	2491 Harbor Blvd Apt 11, Columbus, OH, 43231	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-114473	ENR	Zachary V Gray	1950-11-27	UHC-20003-11	8546193731	3317 Grand Ave Apt 9, Austin, TX, 78716	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-139511	ENR	Eric H Hamilton	1940-08-27	UHC-73392-87	6917027255	5487 Palm Dr, Houston, TX, 77028	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-127501	ENR	Donna B Mejia	1940-08-24	—	6568657046	4211 Valley View Dr, Tucson, AZ, 85783	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-132524	ENR	Ronald Ross	1996-10-27	UHC-24758-99	7158476146	5279 Indian School Rd, Glendale, AZ, 85324	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-115193	ENR	Maria Patterson	1991-03-23	UHC-79144-41	—	8319 Bayshore Dr, Las Vegas, NV	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-112370	ENR	Deborah C Burke	2004-01-15	UHC-80344-90	2577482631	6650 Spring St, Nashville, TN	0.66	Phone reformatted City re-cased State name converted to code ZIP missing+1 more
ENR-101868	ENR	Andrea Soto	2004-11-26	UHC-05668-40	—	7076 Mesa Dr # 787, Scottsdale, AZ, 85273	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-105394	ENR	Margret Petterson	1949-08-05	UHC-10133-58	2546185856	1149 Apache Blvd, Mesa, AZ, 85290	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118063	ENR	Valentina L Bishop	2004-11-17	UHC-77430-04	5668802645	8596 Mesa Dr, Chandler, AZ, 85248	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-133454	ENR	Peter U Cunningham	1949-04-19	UHC-72694-61	—	331 Church St, Nashville, TN, 37293	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-126829	ENR	Charles U Fowelr	2006-05-02	UHC-37024-92	6576268161	4648 Church St, Tampa, FL, 33657	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-107268	ENR	Priya Crawford	1980-08-21	UHC-19959-40	6557512172	2381 Indian School Rd, Tucson, AZ, 85735	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-103172	ENR	Brandon Rivera	—	UHC-83841-16	—	4526 Jefferson Ave, Gilbert, AZ	0.66	Date of birth reformatted Date of birth unreadable ZIP missing Whitespace trimmed+1 more
ENR-117901	ENR	Yuki Moreon	1965-09-11	UHC-18359-83	—	851 Market St, Plano, TX	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
ENR-129329	ENR	Jaack A Ryley	1986-05-12	UHC-83484-15	4587660442	9899 Park Pl, Phoenix, AZ, 85010	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-136925	ENR	Jasn Armstrong	1951-01-07	UHC-55242-53	2438034817	9702 Mesa Dr, Scottsdale, AZ, 85290	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-141771	ENR	Bruce SJunk	1979-07-16	UHC-57855-96	—	1021 Meadow Ln, Plano, TX, 75019	0.66	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared+1 more
ENR-138330	ENR	Jeremy X Gilbert	1986-01-02	UHC-89474-15	6106299365	8011 Jefferson Ave, Tucson, AZ, 85748	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122251	ENR	Tuny N Sims	1943-03-18	UHC-91881-23	3758446222	4987 Maple Ave, Jacksonville, FL, 32259	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122250	ENR	Tuny N Sims	1943-03-18	UHC-91881-23	3758446222	4987 Maple Ave, Jacksonville, FL, 32259	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108428	ENR	Ruht U McCoy	—	UHC-07944-69	—	1090 Maple Ave, San Antonio, TX, 78253	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-107385	ENR	Bradley N Palmer	1952-02-11	UHC-68445-57	2638619542	2004 Jefferson Ave, Seattle, WA, 98139	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-133569	ENR	Jess Z Thomas	1986-11-18	UHC-58296-10	—	621 Elm St, Eden Prairie, MN, 55392	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-116751	ENR	Omar K Ortega	1966-08-02	UHC-37551-44	—	724 Washington St, San Antonio, TX, 78224	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-101421	ENR	John M Scott	2001-12-02	UHC-94559-80	—	6692 Park Pl, Jacksonville, FL, 32253	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-108590	ENR	Maria Sandoval	1938-05-09	UHC-69641-21	4848918726	7066 Sunset Blvd, Jacksonville, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-136703	ENR	Evelyn Robinson	1941-09-14	UHC-32766-97	2334245704	8735 Market St, Dallas, TX, 75297	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128624	ENR	VincentJunk	1957-12-21	UHC-53779-43	—	6662 Valley View Dr, San Diego, CA, 92194	0.66	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared+1 more
ENR-134223	ENR	Rebecca Dunn	1945-09-20	UHC-28867-84	9863831536	3054 Harbor Blvd, Sacramento, CA, 95884	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-114611	ENR	Arthur Franklin	1949-08-05	UHC-82571-88	6337153916	350 Lake View Rd, Denver, CO, 80289	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-115700	ENR	Kimberly Le	1994-11-24	UHC-58014-70	—	3232 Mountain View Dr, Dallas, TX, 75272	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more

16,916 rows, page 120 of 339Previous Next