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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104937	ENR	Maria Cruz	1949-10-22	UHC-56006-43	6458067548	2124 Ridge Rd, San Diego, CA, 92142	0.92	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-134763	ENR	Lisa Bishop	2005-12-28	UHC-04368-24	9787156629	9579 Oak St, Plano, TX, 75011	0.92	Phone reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-110283	ENR	Hiroshi Ryan	1941-05-02	UHC-40939-18	6475535353	5712 Grand Ave, Tempe, AZ, 85201	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-131222	ENR	Ronald Stone	1948-08-28	UHC-20959-12	3537611389	643 Forest Ave, Glendale, AZ, 85359	0.92	Date of birth reformatted Phone reformatted Email lower-cased Plan code upper-cased
ENR-107506	ENR	Abigail Welch	1998-11-24	UHC-47178-19	4986102208	1621 Union St, Nashville, TN, 37207	0.92	Phone reformatted City re-cased Plan code upper-cased Whitespace trimmed
ENR-116338	ENR	Geore P Little	1999-10-12	UHC-09315-33	5219845136	2569 Apache Blvd, Seattle, WA, 98174	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-106527	ENR	Dorothy A Sullivan	1975-07-13	UHC-18967-93	—	1010 Union St, Tucson, AZ, 85755	0.92	Member ID reformatted Email lower-cased Plan code upper-cased Whitespace trimmed
ENR-103682	ENR	Alexander Payne	1942-05-02	UHC-97475-62	5669779485	3178 Cedar Ln, Scottsdale, AZ, 85230	0.92	Phone reformatted State code upper-cased Plan code upper-cased Whitespace trimmed
ENR-140586	ENR	Diane T Mejia	1969-11-10	UHC-22232-12	6589315970	5573 Ridge Rd, Miami, FL, 33155	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-140587	ENR	Diane T Mejia	1969-11-10	UHC-22232-12	6589315970	5573 Ridge Rd, Miami, FL, 33155	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-127713	ENR	Arjun Olson	2003-01-28	UHC-82376-03	8214888096	8507 Market St, Phoenix, AZ, 85061	0.92	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-141368	ENR	Rebecca W Adams	1965-02-17	UHC-04443-52	6326626814	7683 Meadow Ln, Tempe, AZ, 85213	0.92	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased
ENR-113821	ENR	Ruth Myers	1991-05-07	UHC-99379-70	8999592196	7807 Hillcrest Rd, Gilbert, AZ, 85237	0.92	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-125167	ENR	Frances Herrera	1996-10-04	UHC-80215-67	8146185668	2259 Union St, Austin, TX, 78735	0.92	Date of birth reformatted Member ID reformatted Plan code upper-cased Whitespace trimmed
ENR-116986	ENR	George Day	1986-09-18	UHC-44023-60	3209584289	—	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-112165	ENR	Steven Z Johnson	1991-08-14	UHC-21861-27	9487290268	5694 Union St, Chandler, AZ, 85244	0.92	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-117156	ENR	Michelle Jimenez	1944-09-20	UHC-07901-84	—	148 Forest Ave, Atlanta, GA, 30385	0.92	Email lower-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-118606	ENR	Jacob Larson	1991-06-09	UHC-36706-46	7355585138	—	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-140425	ENR	Wayne X Spencer	1999-12-01	—	5534726839	9632 Church St, Houston, TX, 77028	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-138199	ENR	Juan O Murray	1960-12-26	UHC-76789-10	3922679400	9062 Park Pl, Gilbert, AZ, 85263	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-109522	ENR	Elizabeth D Weaver	1963-05-27	UHC-66409-24	3087702735	1793 Broadway, Atlanta, GA, 30305	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-110389	ENR	Helen Anderson	1998-12-21	UHC-20220-42	7563174037	581 Meadow Ln, Charlotte, NC, 28245	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-128918	ENR	Matthew L Wallace	1956-09-12	UHC-25983-75	4415745558	8287 Maple Ave, Dallas, TX, 75259	0.92	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-142088	ENR	Diego Cook	1992-07-26	UHC-05492-66	8229578548	1513 Sunset Blvd, Sacramento, CA, 95891	0.92	Date of birth reformatted Phone reformatted City re-cased Plan code upper-cased
ENR-121133	ENR	Nathan Powell	2008-10-26	UHC-52217-20	9819024000	4106 Cedar Ln, Phoenix, AZ, 85080	0.92	Date of birth reformatted Phone reformatted City re-cased Plan code upper-cased
ENR-105379	ENR	Ahmed Robertson	1994-02-11	UHC-07829-56	2277087311	986 Broadway, Plano, TX, 75019	0.92	Phone reformatted Address re-cased Plan code upper-cased Placeholder values cleared
ENR-136724	ENR	Michael Williams	1957-11-18	UHC-52094-05	7867011267	6144 Palm Dr, Glendale, AZ, 85394	0.92	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-129067	ENR	Melissa S Kelly	1967-02-23	UHC-12381-10	9323292201	7347 Church St, Fresno, CA, 93707	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-116043	ENR	Barbara Gilbert	1983-10-08	UHC-97895-36	5749913684	2576 Lake View Rd, Charlotte, NC, 28221	0.92	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-127883	ENR	Ashley Peters	1941-04-21	UHC-83509-19	4714397647	6353 Canyon Rd, Columbus, OH, 43215	0.92	Phone reformatted City re-cased Plan code upper-cased Whitespace trimmed
ENR-139702	ENR	Sharon S Brooks	1973-01-21	UHC-47249-88	4472184819	7716 Church St, Scottsdale, AZ, 85212	0.92	Phone reformatted City re-cased State code upper-cased Plan code upper-cased
ENR-106234	ENR	Tricia S Simmons	1936-12-19	UHC-34156-49	6842935793	320 Sage Ct, Los Angeles, CA, 90029	0.92	Phone reformatted Email lower-cased Plan code upper-cased Whitespace trimmed
ENR-107044	ENR	Arthur Reed	1976-10-25	UHC-85344-01	4442957731	285 Spring St, Phoenix, AZ, 85007	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-132331	ENR	Shirrley S Munoz	1962-10-06	UHC-28956-10	5358922463	9750 Sage Ct, Fresno, CA, 93795	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-127015	ENR	Sean Howell	1982-03-16	UHC-57319-58	2163551879	9674 Park Pl, Tempe, AZ, 85261	0.92	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased
ENR-135724	ENR	Joshua G Rose	1961-09-22	UHC-02784-11	7095299155	7769 Ridge Rd, Minneapolis, MN, 55456	0.92	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased
ENR-116421	ENR	Cheryl Pierce	1939-01-25	—	2996266409	—	0.92	Phone reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-111064	ENR	Deborah Campbell	1948-12-10	UHC-84187-22	—	190 Union St, Nashville, TN, 37254	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-122549	ENR	Lawrence U Grant	1967-01-19	UHC-64977-89	3008060546	3509 Sunset Blvd, Tempe, AZ, 85269	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-110720	ENR	Helen L Austin	2003-09-10	UHC-03615-98	5828197153	9204 Ridge Rd, Glendale, AZ, 85345	0.92	Phone reformatted City re-cased Plan code upper-cased Whitespace trimmed
ENR-137544	ENR	Hiroshi J Anderson	1956-12-13	UHC-20940-17	6677878937	8110 Desert Sky Blvd, Nashville, TN, 37282	0.92	Member ID reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-125748	ENR	Timothy J Vasquez	1965-01-06	UHC-40271-61	—	6582 Meadow Ln, Charlotte, NC, 28203	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
ENR-140534	ENR	Benjamin K Vasquez	2006-04-10	UHC-82637-55	3042095884	5631 Mountain View Dr, Orlando, FL, 32879	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-125980	ENR	Kayla O Garrett	1998-08-05	UHC-12213-05	9428651358	9279 Union St, Tucson, AZ, 85781	0.92	Phone reformatted Email lower-cased Plan code upper-cased Whitespace trimmed
ENR-115504	ENR	Aaron Y Freeman	1971-12-14	UHC-54139-37	6839598882	3900 Main St, Glendale, AZ, 85369	0.92	Name re-cased Phone reformatted Member ID reformatted Plan code upper-cased
ENR-123289	ENR	Janice A Tucker	2005-12-03	UHC-89062-43	7929285931	1178 Palm Dr, Sacramento, CA, 95825	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-112725	ENR	Jeffrey Garza	1979-09-09	UHC-77639-01	8589214752	6249 Mesa Dr, Atlanta, GA, 30366	0.94	Email lower-cased Plan code upper-cased Whitespace trimmed
ENR-106136	ENR	Scott F Bradley	1952-02-24	UHC-01675-10	8914463888	1227 Lincoln Way, Mesa, AZ, 85224	0.94	Date of birth reformatted Phone reformatted Plan code upper-cased
ENR-134528	ENR	Gloria A Fernandez	1954-01-05	UHC-87618-90	7484380394	615 Lake View Rd, Dallas, TX, 75279	0.94	Phone reformatted Email lower-cased Plan code upper-cased
ENR-107221	ENR	Ashley Roberts	1940-03-23	UHC-42068-49	6529182634	4301 Jefferson Ave, Nashville, TN, 37245	0.94	Date of birth reformatted City re-cased Plan code upper-cased

2,126 rows, page 40 of 43Previous Next