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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109680	ENR	Dylan Stone	1968-07-11	UHC-07589-19	6068086702	4962 Market St, Charlotte, NC, 28286	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-101218	ENR	Sofia T Carr	1950-08-08	UHC-88392-63	—	3946 Lincoln Way, San Antonio, TX, 78291	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-128885	ENR	Harold D Clark	1959-08-23	UHC-35350-52	9417323829	803 Union St, Dallas, TX, 75200	0.68	Name re-cased Two-digit birth year Phone reformatted Gender normalised
ENR-100074	ENR	Jeremy G Franklin	1974-09-25	UHC-69691-36	7618885265	—	0.68	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed
ENR-138118	ENR	Maria Duncan	—	UHC-64325-03	5056364548	9791 Canyon Rd, Las Vegas, NV, 89186	0.68	Name re-cased Date of birth unreadable Email lower-cased Gender normalised
ENR-114219	ENR	Albert F Lucas	—	UHC-51902-38	5995432009	8067 Lincoln Way, Eden Prairie, MN, 55337	0.68	Name re-cased Date of birth missing SSN last four extracted Whitespace trimmed
ENR-114331	ENR	Joyce A Herrera	1942-06-21	UHC-61035-88	5757403081	2531 Ridge Rd, Dallas, TX, 75219	0.68	Name re-cased Two-digit birth year SSN last four extracted Email lower-cased
ENR-109463	ENR	Deborah Jackson	—	UHC-89997-70	—	8786 Jefferson Ave, Las Vegas, NV, 89108	0.68	Name re-cased Date of birth unreadable State code upper-cased ZIP+4 trimmed
ENR-138649	ENR	Melissa Burns	1981-06-05	UHC-05550-71	5948590409	5052 Willow Ct Apt 2, Gilbert, AZ, 85218	0.68	Name re-cased Phone reformatted Unit split from street Gender normalised
ENR-117964	ENR	Jacob Webb	1958-05-07	UHC-07880-02	2649216587	6904 Broadway, Houston, TX, 77048	0.68	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed
ENR-115245	ENR	Helen F Chavez	2002-04-19	UHC-70047-85	3097594128	8547 Spring St, Eden Prairie, MN	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-126008	ENR	Noah M Greene	1950-02-17	UHC-68781-12	6764416981	1784 River Rd, Atlanta, GA, 30300	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
ENR-118442	ENR	Roy Chavez	1939-11-04	UHC-19953-03	2785855716	1429 Apache Blvd, Chandler, AZ, 85295	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
ENR-128160	ENR	Mratha Griffin	1962-01-22	UHC-27032-07	—	3725 Main St, Mesa, AZ, 85276	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-129784	ENR	Susan U Greene	1945-08-23	UHC-10018-12	3588027808	3281 Elm St, Houston, TX, 77040	0.68	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased
ENR-117862	ENR	Justin H Franklin	1985-09-14	UHC-39521-81	8747210120	1730 Sage Ct, Atlanta, GA	0.68	Name re-cased Date of birth reformatted ZIP missing Gender normalised
ENR-138802	ENR	Jacob Peters	1997-09-09	UHC-44382-28	—	—	0.68	Name re-cased Phone missing area code Gender normalised Placeholder values cleared
ENR-130359	ENR	Elijah X Wells	2007-01-01	UHC-60287-08	—	1081 Central Ave, Tampa, FL, 33644	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
ENR-142449	ENR	Walter K Alvarez	1993-06-09	UHC-53497-10	—	3234 Grand Ave, Glendale, AZ, 85323	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
ENR-129434	ENR	Scott W Thomas	1979-06-10	UHC-23637-74	7138305068	3750 Bayshore Dr, Chandler, AZ, 85239	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-130156	ENR	Sarah N Foster	1962-11-03	UHC-39292-13	—	5075 Apache Blvd, Seattle, WA, 98161	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-102935	ENR	Beverly H Price	1962-05-28	UHC-13639-59	2176874402	3799 Willow Ct, Seattle, WA, 98175	0.68	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-127554	ENR	Douglas Sism	1982-12-09	UHC-34438-69	—	174 Spring St, Denver, CO, 80291	0.68	Name re-cased Two-digit birth year Phone missing area code Whitespace trimmed
ENR-118689	ENR	Alice C Howell	1999-02-22	UHC-12482-61	7373880070	5815 Broadway Apt 1, San Diego, CA, 92134	0.68	Name re-cased Two-digit birth year Unit split from street City re-cased
ENR-130141	ENR	Sam Valdez	1950-02-09	UHC-09139-97	2996051262	6880 Park Pl, Glendale, AZ, 85362	0.68	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised
ENR-107384	ENR	Jordan M Li	2001-04-14	UHC-59491-82	—	4365 Sage Ct, Glendale, AZ	0.68	Name re-cased Phone missing area code City re-cased ZIP missing
ENR-131984	ENR	Juddith Sullivan	1948-01-23	UHC-14136-74	5306664110	5778 Spring St, Houston, TX, 77098	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-131985	ENR	Juddith Sullivan	1948-01-23	UHC-14136-74	5306664110	5778 Spring St, Houston, TX, 77098	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-105072	ENR	Susan Y Ray	1945-09-20	UHC-29128-75	7508211015	3121 Meadow Ln, Mesa, AZ	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-129788	ENR	Ronald I Meyer	1969-12-15	UHC-34548-71	5765375264	9051 Desert Sky Blvd # 227, Austin, TX, 78796	0.68	Name re-cased Unit split from street Gender normalised Whitespace trimmed
ENR-129071	ENR	Evelyn X Graham	—	UHC-18366-77	5897556703	551 Washington St, Sacramento, CA, 95807	0.68	Name re-cased Date of birth unreadable ZIP+4 trimmed Whitespace trimmed
ENR-126263	ENR	Doris Q Jordan	1991-06-26	UHC-58784-91	—	8975 River Rd, Chandler, AZ, 85217	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-126000	ENR	Teresa Lawrence	1988-05-24	UHC-66781-07	—	6964 Maple Ave, Seattle, WA	0.68	Name re-cased Phone missing area code ZIP missing Whitespace trimmed
ENR-128805	ENR	Paul G Perez	1954-11-15	UHC-31595-01	—	7031 Lincoln Way, Sacramento, CA, 95843	0.68	Name re-cased Phone missing area code Gender normalised Whitespace trimmed
ENR-109992	ENR	Diana I Oliver	2002-03-10	UHC-03540-75	—	7663 Maple Ave, Columbus, OH, 43222	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
ENR-112960	ENR	Stephanie Hughes	2007-06-17	UHC-83080-68	3996276055	8651 Grand Ave, San Diego, CA, 92124	0.68	Name re-cased Two-digit birth year Phone reformatted State name converted to code
ENR-140532	ENR	Danielle A Wellch	1978-03-10	UHC-57613-39	7782453061	2220 Willow Ct, Tempe, AZ, 85215	0.68	Middle initial moved out of first name Name re-cased Phone reformatted Gender normalised
ENR-136492	ENR	Catherine K Jones	2003-04-07	UHC-34408-38	7004956362	311 Willow Ct, Jacksonville, FL, 32259	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-136026	ENR	Emily J Le	1964-10-23	UHC-31436-10	4268138125	2219 Valley View Dr, Chandler, AZ, 85252	0.68	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased
ENR-119015	ENR	Margaret U Vazquez	1999-05-22	UHC-51429-18	3348473527	5357 Central Ave, San Antonio, TX, 78296	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
ENR-136050	ENR	Hannah X Dixon	1946-04-28	UHC-81272-05	2143900522	5846 Lincoln Way, Tampa, FL, 33657	0.68	Name re-cased SSN last four extracted State name converted to code Placeholder values cleared
ENR-133767	ENR	Deborah Webb	1969-07-08	UHC-10428-28	3387431286	722 Main St # 357, Plano, TX, 75043	0.68	Name re-cased Unit split from street State name converted to code Placeholder values cleared
ENR-119914	ENR	Justin Delgado	—	UHC-04114-56	6744949509	1540 Valley View Dr, Jacksonville, FL, 32247	0.68	Name re-cased Date of birth unreadable ZIP+4 trimmed Placeholder values cleared
ENR-130630	ENR	Justin W Fields	2004-07-17	UHC-25760-99	—	6799 Mesa Dr, Chandler, AZ, 85288	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
ENR-100250	ENR	Paul J Washington	1978-03-11	UHC-15231-47	8166778754	951 Washington St, Houston, TX, 77002	0.68	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed
ENR-142886	ENR	Teresa A Howel	1959-10-07	UHC-92058-49	5502159435	6315 Oak St, Austin, TX, 78713	0.68	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed
ENR-142887	ENR	Teresa A Howel	1959-10-07	UHC-92058-49	5502159435	6315 Oak St, Austin, TX, 78713	0.68	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed
ENR-116122	ENR	Julie I Lewis	—	UHC-04157-39	—	7632 Church St, Seattle, WA, 98167	0.68	Name re-cased Date of birth unreadable SSN last four extracted Whitespace trimmed
ENR-134127	ENR	Janice A Schultz	2000-05-05	UHC-65755-45	8794584258	3150 Lake View Rd, Orlando, FL, 32875	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
ENR-112747	ENR	Jordan D Sandoval	1984-10-14	UHC-19789-28	5943885011	1497 Bayshore Dr, Tempe, AZ, 85229	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased

17,310 rows, page 129 of 347Previous Next