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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133474	ENR	Teresa Mitchell	2001-09-12	UHC-68340-13	8097588651	1695 Cedar Ln, San Antonio, TX, 78272	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
ENR-109093	ENR	Kevin F Jacobs	1973-08-14	UHC-12897-50	6565653025	9820 Harbor Blvd, Jacksonville, FL, 32202	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-128518	ENR	Isabella Santos	1985-12-02	UHC-21801-43	8149226535	7088 Market St, Tempe, AZ, 85211	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-136565	ENR	Pamela P Jimenez	1972-09-02	UHC-07568-10	9377995611	4894 Broadway Apt 25, Charlotte, NC, 28222	0.68	Two-digit birth year Unit split from street Address re-cased City re-cased
ENR-105995	ENR	Branda Warren	1960-08-12	UHC-14137-85	—	331 Harbor Blvd, Glendale, AZ, 85398	0.68	Two-digit birth year Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-131263	ENR	Larry J Medina	1993-12-02	UHC-84410-11	6682384028	9134 Desert Sky Blvd, San Antonio, TX, 78211	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-130760	ENR	Ruth Clark	1982-10-24	UHC-55596-08	9542127533	2811 Apache Blvd, Nashville, TN, 37260	0.68	Two-digit birth year Phone reformatted Email lower-cased Gender normalised
ENR-138611	ENR	Carl Perry	1950-03-05	UHC-98328-67	7996256221	9077 Spring St, Miami, FL, 33195	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
ENR-129471	ENR	Christian Peterson	1969-06-14	UHC-46520-71	4765149395	2683 Indian School Rd, Eden Prairie, MN, 55358	0.68	Two-digit birth year Phone reformatted SSN last four extracted Placeholder values cleared
ENR-114010	ENR	Bobby A Henderson	1995-04-15	UHC-70285-55	5709873670	9539 Mesa Dr, Los Angeles, CA	0.68	Two-digit birth year Phone reformatted City re-cased ZIP missing
ENR-115253	ENR	Benjamin Tran	2006-06-02	UHC-32488-09	5707060276	3043 Church St, Glendale, AZ, 85305	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-109310	ENR	Sarah Bryant	1943-10-16	UHC-10170-91	7712815140	3900 Meadow Ln, Mesa, AZ, 85253	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
ENR-122227	ENR	Billy V Ruzi	1994-10-09	UHC-56250-23	—	4316 Broadway, Los Angeles, CA, 90030	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-103755	ENR	Sarah Ruiz	1991-05-08	UHC-76266-90	6904455644	3307 Maple Ave, Charlotte, NC	0.68	Two-digit birth year Phone reformatted ZIP missing Placeholder values cleared
ENR-125533	ENR	Albert Black	1944-11-07	UHC-18721-11	9566036193	5999 Palm Dr, Sacramento, CA	0.68	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed
ENR-126837	ENR	Teresa N Carpenter	1939-10-25	UHC-09736-05	—	7659 Grand Ave, Glendale, AZ, 85386	0.68	Name re-cased Two-digit birth year Email lower-cased Gender normalised
ENR-102957	ENR	Michael H Stone	1974-01-26	UHC-84625-12	—	7918 Meadow Ln, Miami, FL, 33129	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-104610	ENR	Kevin Turner	1981-03-07	UHC-30904-19	3493617366	3268 Elm St, Gilbert, AZ, 85200	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-120352	ENR	Jesse D Schultz	1973-12-12	UHC-29889-78	5838717277	1059 Sage Ct, San Antonio, TX, 78274	0.68	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed
ENR-124452	ENR	Vicky Q Fowler	1988-03-09	UHC-76425-69	2765324954	6435 Washington St, Orlando, FL, 32847	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-142184	ENR	Kayla Carter	2001-05-22	UHC-81353-86	9645993710	8758 Desert Sky Blvd, Austin, TX, 78708	0.68	Name split from “Last, First”Two-digit birth year City re-cased Email lower-cased
ENR-137309	ENR	Tyler X Meyer	1964-04-20	UHC-06884-65	5389045416	2469 Harbor Blvd, Mesa, AZ, 85268	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-104531	ENR	Melissa Brooks	1990-06-02	UHC-50029-66	6433462522	72 Park Pl, Sacramento, CA, 95896	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
ENR-123901	ENR	Michael N Diaz	1967-02-07	UHC-32363-72	2107590533	7862 Indian School Rd, Eden Prairie, MN, 55318	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-106257	ENR	Katherine Knight	2001-03-26	UHC-38850-15	8915077707	4472 Highland Ave, Las Vegas, NV, 89186	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-118250	ENR	Naoh I Espinoza	1942-02-16	UHC-52234-98	7134800467	6389 Camelback Rd, Sacramento, CA, 95856	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-118973	ENR	Joe F Fields	1952-10-21	UHC-48709-36	4155698963	3168 Pine Dr Apt 11, Columbus, OH, 43228	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
ENR-135760	ENR	Madison Adams	1977-04-24	UHC-85490-31	6136132644	7892 Maple Ave, Mesa, AZ, 85280	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
ENR-123448	ENR	Henry Austin	2004-05-03	UHC-64407-01	9367694293	535 Sage Ct, Tampa, FL, 33671	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-142286	ENR	Megan U Pteers	1957-12-07	UHC-78395-46	5556597564	5477 Church St Apt 1, Jacksonville, FL, 32298	0.68	Two-digit birth year Phone reformatted Unit split from street Plan code upper-cased
ENR-107820	ENR	Douglas W Walker	1961-03-24	UHC-52481-89	9059963295	4492 Meadow Ln, Sacramento, CA, 95824	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-121393	ENR	Ronald Q Brown	1964-02-24	UHC-81582-22	—	758 Elm St, Mesa, AZ, 85204	0.68	Name re-cased Two-digit birth year Phone missing area code Whitespace trimmed
ENR-125357	ENR	Carolyn W Silva	1939-11-05	UHC-58261-64	6395086257	9345 Park Pl, Orlando, FL	0.68	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed
ENR-108255	ENR	Scott U Castro	1976-12-17	UHC-49142-95	6499006219	7913 Desert Sky Blvd, Eden Prairie, MN	0.68	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed
ENR-134328	ENR	Diana V Harvey	1964-12-25	UHC-03967-35	7127268372	7095 Bayshore Dr, Phoenix, AZ, 85041	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-127891	ENR	Samuel V Aguilar	1945-10-21	UHC-17837-77	4072594636	3030 Indian School Rd, Minneapolis, MN, 55418	0.68	Two-digit birth year Phone reformatted City re-cased Gender normalised
ENR-114422	ENR	Sarah Wheeler	2001-09-08	UHC-55316-16	8057197073	5874 Willow Ct, Tucson, AZ, 85707	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-111522	ENR	George Guerrero	1954-03-15	UHC-05538-48	2855619555	5087 Union St, Eden Prairie, MN, 55314	0.68	Two-digit birth year ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-134315	ENR	Joan Spencer	1943-03-13	UHC-91434-17	6816887509	6853 Bayshore Dr, Austin, TX, 78781	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-109007	ENR	Laura Aguilar	1943-08-17	UHC-46548-44	2802655691	3684 Baseline Rd, Denver, CO, 80283	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-138133	ENR	Ana M Martinez	1989-02-02	UHC-67401-78	6872154505	8748 Forest Ave, San Antonio, TX, 78223	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed
ENR-111343	ENR	Sephen Munoz	1971-04-11	UHC-44645-89	5838556176	4303 Maple Ave, Scottsdale, AZ, 85280	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-103437	ENR	Janet Washington	1982-03-12	UHC-66210-51	9817646458	8672 Oak St, Mesa, AZ, 85255	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-122837	ENR	Anna A Barnes	1986-08-23	UHC-89276-13	9457520541	6560 Lincoln Way, Fresno, CA, 93767	0.68	Name re-cased Two-digit birth year Email lower-cased Gender normalised
ENR-113644	ENR	Dan Z Larson	1946-12-10	UHC-48509-03	3957739205	9538 Canyon Rd, Mesa, AZ, 85275	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
ENR-124569	ENR	Catherine X Adams	1978-06-02	UHC-68578-22	5115086444	8937 Harbor Blvd, Fresno, CA, 93717	0.68	Name re-cased Two-digit birth year Phone reformatted Gender normalised
ENR-124570	ENR	Catherine X Adams	1978-06-02	UHC-68578-22	5115086444	8937 Harbor Blvd, Fresno, CA, 93717	0.68	Name re-cased Two-digit birth year Phone reformatted Gender normalised
ENR-104980	ENR	Priya O Mejia	1992-02-11	UHC-43392-21	6808750062	8966 Jefferson Ave, San Antonio, TX, 78225	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-104619	ENR	Carol Q Carlson	1994-06-12	UHC-74968-93	2485851096	—	0.68	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed
ENR-113571	ENR	Jose Ross	2005-07-10	UHC-02279-47	9205245106	477 Willow Ct, Austin, TX, 78727	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared

2,874 rows, page 44 of 58Previous Next