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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120216	ENR	Diego Rley	1998-11-01	UHC-57585-88	7834331029	5313 Highland Ave, Denver, CO, 80289	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
ENR-115424	ENR	Debra M Bennett	1954-09-19	UHC-79774-08	2627863969	1694 Maple Ave, San Diego, CA, 92199	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
ENR-132468	ENR	Theresa A Padilla	1944-12-07	UHC-76628-92	7823357857	5793 Hillcrest Rd, Columbus, OH, 43210	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
ENR-123067	ENR	Carolyn Luna	1999-11-27	UHC-24535-03	—	9464 Maple Ave, San Antonio, TX, 78248	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-101672	ENR	Harold McKoy	1956-04-13	UHC-66918-98	9745926761	7067 Central Ave, Orlando, FL, 32827	0.80	Name split from “Last, First”Name re-cased Phone reformatted Placeholder values cleared
ENR-140763	ENR	Roger F Ortiz	1995-12-15	UHC-75248-64	4504558871	4346 Lincoln Way, Houston, TX, 77035	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased
ENR-141575	ENR	Mark C Tucker	1946-05-11	UHC-03978-68	6482031518	6367 Desert Sky Blvd, Houston, TX, 77017	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
ENR-102661	ENR	Peter I Walker	1986-04-18	—	3095074509	5541 Palm Dr, Glendale, AZ, 85386	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
ENR-120635	ENR	Kimberly Harvey	1986-05-25	UHC-10955-58	5593519059	2965 Washington St, Nashville, TN, 37299	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed
ENR-129867	ENR	Elijah Young	1952-11-26	UHC-77203-39	—	6380 Lake View Rd, Tampa, FL, 33681	0.80	Name split from “Last, First”Date of birth reformatted Email lower-cased Placeholder values cleared
ENR-115581	ENR	Henry Yang	1987-12-03	UHC-64402-89	7117605827	4104 Highland Ave, Dallas, TX, 75298	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Plan code upper-cased
ENR-119127	ENR	Mei Lynch	1959-12-25	UHC-40531-35	2499671102	1834 Washington St, Plano, TX, 75091	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
ENR-113142	ENR	Virginia F Hayes	1980-02-12	UHC-99818-07	6488056139	2603 Jefferson Ave, Los Angeles, CA, 90082	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-129187	ENR	Paul D Freeman	1979-12-01	UHC-28021-38	6479183060	2670 Sage Ct, Charlotte, NC, 28238	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
ENR-100274	ENR	Edward Nelson	1939-06-15	UHC-34778-11	6672996178	5196 Union St, Denver, CO, 80233	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted
ENR-103903	ENR	Bruce J Henderson	1958-05-06	UHC-02311-16	6233235415	3113 Camelback Rd, Glendale, AZ, 85318	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted
ENR-104423	ENR	Kate Marshall	1943-08-16	UHC-61716-65	5719886069	6981 Grand Ave, Fresno, CA, 93735	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-131419	ENR	Matthew Matthews	1942-05-02	UHC-91869-13	5292111250	5623 Lincoln Way, Plano, TX, 75019	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-117277	ENR	Nathan Cruz	1986-12-27	UHC-61858-81	8128952303	—	0.80	Name split from “Last, First”Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-126825	ENR	Maary Wheeler	1975-09-27	UHC-61948-57	9787075309	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-112026	ENR	Tucker P Andrea	1967-03-14	UHC-64341-83	8577016814	8773 Church St, San Diego, CA, 92190	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
ENR-111452	ENR	Jcob Y Alvarez	1972-05-12	UHC-93064-17	2189303366	6151 Union St, Atlanta, GA, 30358	0.80	Name split from “Last, First”Phone reformatted State code upper-cased Placeholder values cleared
ENR-140864	ENR	Philip Bradely	1947-05-21	UHC-22562-15	9412965648	8709 Palm Dr, Jacksonville, FL, 32210	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
ENR-126625	ENR	Mateo Simpson	1977-01-14	UHC-30934-66	5124901471	5376 Broadway, Los Angeles, CA, 90018	0.80	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed
ENR-137847	ENR	Sofia G Silva	1988-03-10	UHC-76570-40	2403563067	4216 Lincoln Way, Eden Prairie, MN, 55397	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
ENR-105139	ENR	Jack W Perkins	1943-11-03	UHC-89638-37	2463731624	9781 Harbor Blvd, Houston, TX, 77059	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
ENR-125309	ENR	Charlotte Y Cok	2004-05-18	UHC-82764-21	8383739132	7644 Harbor Blvd, Dallas, TX, 75271	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased
ENR-120943	ENR	Paul L Henry	1949-12-23	UHC-44952-30	7779024897	6812 Elm St, Austin, TX, 78756	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
ENR-133284	ENR	Kayla Turner	2001-02-19	UHC-44844-82	—	3027 Harbor Blvd, Tampa, FL, 33684	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-126287	ENR	Chrstian C Watkins	1996-04-09	UHC-91881-93	9836247126	956 Palm Dr, Los Angeles, CA, 90096	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
ENR-110729	ENR	Yuki C Wagner	1980-05-17	—	6375562087	123 Sage Ct, Nashville, TN, 37205	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-132479	ENR	Kmberly Martinez	1941-03-08	UHC-26260-43	2687677752	4974 Camelback Rd, Columbus, OH, 43209	0.80	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed
ENR-138764	ENR	Omar O Boyd	1939-02-16	UHC-90001-13	6292445501	5368 Lake View Rd, Tempe, AZ, 85257	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
ENR-111166	ENR	Jacob S Porter	1969-10-26	UHC-09627-22	2565122254	2981 Park Pl, Chandler, AZ, 85204	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Placeholder values cleared
ENR-138637	ENR	Billy V Myers	1989-05-09	UHC-86282-87	9392508107	6003 Oak St, Charlotte, NC, 28225	0.80	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed
ENR-118524	ENR	George C Aguilar	1944-01-11	UHC-68065-70	2772510291	9173 Church St, Miami, FL, 33164	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased
ENR-128519	ENR	Betty D Jimenez	1979-11-25	UHC-73897-89	2968771465	3946 Willow Ct, Jacksonville, FL, 32238	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed
ENR-125349	ENR	Alice Gordon	1961-02-17	UHC-20139-14	2206721411	9363 Lincoln Way, Seattle, WA, 98122	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted
ENR-103175	ENR	Paul Ortega	1985-04-12	UHC-74684-62	9052809397	8222 Ridge Rd, Orlando, FL, 32813	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-130432	ENR	Maria B Clark	1949-12-07	UHC-75430-55	6947598833	8006 Apache Blvd, Columbus, OH, 43289	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
ENR-137877	ENR	Luis Perez	2002-08-15	UHC-57144-77	8839338205	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-118549	ENR	Randy T Lopez	1984-03-13	—	7366970823	7109 Ocean Ave, Dallas, TX, 75285	0.80	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased
ENR-104939	ENR	Vincent Esipnoza	1980-10-11	UHC-29654-36	7965684784	3999 Church St, Las Vegas, NV, 89101	0.80	Name split from “Last, First”State code upper-cased Email lower-cased Whitespace trimmed
ENR-107619	ENR	Ahmed Q Reyees	1997-04-08	UHC-18333-58	7332927881	5482 Park Pl, Phoenix, AZ, 85059	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
ENR-104204	ENR	Julie Lee	1997-11-09	UHC-43362-11	2882322721	5969 Broadway, Scottsdale, AZ, 85207	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Placeholder values cleared
ENR-132830	ENR	Nicole F Riley	2000-12-27	UHC-46627-03	3845626863	5128 Baseline Rd, Miami, FL, 33183	0.80	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed
ENR-110678	ENR	Harold Hunt	1943-12-24	UHC-87704-14	8373328788	6737 Lincoln Way, Austin, TX, 78743	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
ENR-122299	ENR	Ana Wright	1989-02-05	UHC-03675-88	—	—	0.80	Name split from “Last, First”Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-129795	ENR	Randy G Gonzales	1963-06-10	—	7609111496	37 Forest Ave, Las Vegas, NV, 89159	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
ENR-123013	ENR	Patricia R Sandoval	1992-08-25	UHC-68939-94	9089761394	5270 Highland Ave, Chandler, AZ, 85227	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared

4,309 rows, page 76 of 87Previous Next