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

All sources, flag “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430269	CLM	Anna Knight	1952-02-05	UHC-17139-80	4494658264	523 Valley View Dr, Sacramento, CA, 95866	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-430268	CLM	Anna Knight	1952-02-05	UHC-17139-80	4494658264	523 Valley View Dr, Sacramento, CA, 95866	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-111118	ENR	Arjun Vega	2004-09-06	UHC-17615-36	4303140799	1481 Sage Ct, Jacksonville, FL, 32203	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-125105	ENR	Barb R Schultz	2008-10-08	UHC-38122-37	5314808461	8103 Elm St, Phoenix, AZ, 85074	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
TPA-58104	TPA	Joshua X Contreras	1959-04-17	—	—	8975 Ocean Ave, Denver, CO, 80271	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402474	CLM	Peter Roberts	1988-04-11	UHC-41456-86	—	7569 Church St, Scottsdale, AZ, 85253	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-118673	ENR	Patricia E Silva	1953-01-22	UHC-60266-54	2823677128	9668 Harbor Blvd, San Antonio, TX, 78218	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419487	CLM	Judith Knight	1982-11-15	—	4643500124	3638 Ridge Rd, Sacramento, CA, 95867	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
CLM-406367	CLM	Nicle Santiiago	1969-07-13	UHC-39042-85	—	9805 Broadway, Minneapolis, MN, 55440	0.78	Member ID reformatted Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-116645	ENR	Diane Bell	1949-11-19	UHC-25158-87	—	2074 River Rd, Sacramento, CA, 95847	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-134870	ENR	Dennis Y Welch	1976-11-06	UHC-22288-82	5263276850	6453 Meadow Ln, Gilbert, AZ, 85207	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-102509	ENR	Janice Bradley	2008-04-14	UHC-98079-31	3248564541	4907 Desert Sky Blvd, Nashville, TN, 37239	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
PRV-20735	PRV	Douglas Morgan	1974-01-02	UHC-20227-50	7783900003	4328 Grand Ave, Chandler, AZ, 85207	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-115097	ENR	Maria Ortega	1993-07-22	—	6682629694	4961 Washington St, Eden Prairie, MN, 55322	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-140690	ENR	Jack Morris	1944-06-09	UHC-18132-82	—	9062 Forest Ave, Seattle, WA, 98182	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-414926	CLM	Michael Tran	2008-05-26	UHC-75255-96	—	9081 Camelback Rd, Jacksonville, FL, 32204	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419772	CLM	Hannah Schultz	1981-07-03	UHC-07964-17	9624747147	8354 Mountain View Dr, Scottsdale, AZ, 85298	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-416492	CLM	Willie Walker	1978-11-27	UHC-08462-20	7534623285	6371 Meadow Ln, Seattle, WA, 98110	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-113091	ENR	Beverly Berry	1969-07-05	UHC-53754-93	2913874165	5607 Market St, Scottsdale, AZ, 85209	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
PRV-21449	PRV	Billy Mendez	1959-05-15	—	7938147936	1872 Willow Ct, Miami, FL, 33100	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-118201	ENR	Barbara Stephens	2008-08-03	UHC-27000-56	7179503033	857 Union St, Eden Prairie, MN, 55365	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-107728	ENR	Deborah L Ramos	1996-05-03	UHC-13452-14	6499736227	2747 Baseline Rd, Los Angeles, CA, 90008	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-115326	ENR	Kayla L Ramos	1946-06-04	UHC-52631-69	4414144068	7515 Market St, Charlotte, NC, 28233	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-108776	ENR	Linda Hayes	1996-03-20	UHC-23673-60	6888141660	4741 Mountain View Dr, Nashville, TN, 37265	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-113269	ENR	Steven Nelson	1964-01-11	UHC-42830-85	5655606138	960 Apache Blvd, Chandler, AZ, 85211	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
PRV-28842	PRV	Bradley Hunt	1952-02-13	UHC-08493-41	4684525828	3232 Lake View Rd, Nashville, TN, 37206	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
PRV-22041	PRV	Diane Gibson	1978-01-07	—	7289213628	8641 Highland Ave, Austin, TX, 78720	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-133235	ENR	Craol Watkins	1997-02-06	UHC-60987-70	9778309618	7919 Broadway, San Antonio, TX, 78290	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-128423	ENR	Richard W Montgomery	1974-09-26	UHC-73151-29	4444215030	5204 Lincoln Way, Sacramento, CA, 95802	0.78	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
CLM-412470	CLM	Matthew Arnold	1944-08-07	UHC-10919-83	7106837939	2877 Apache Blvd, Austin, TX, 78783	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-59124	TPA	Joe Carlson	1974-02-08	—	7359461783	8045 Willow Ct, Tampa, FL, 33695	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-432041	CLM	Santiago B Burton	1998-05-26	—	4428302308	3029 Willow Ct, Orlando, FL, 32897	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-408516	CLM	Larry Spencer	1961-04-01	—	6719597345	3145 Sunset Blvd, Austin, TX, 78795	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-103473	ENR	Jennifer N Henry	1968-06-10	UHC-46109-60	2965849602	4536 Camelback Rd, Orlando, FL, 32843	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-134013	ENR	Abigail Y Little	1993-01-14	UHC-42650-56	9455861276	2172 Cedar Ln, Phoenix, AZ, 85026	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
CLM-426208	CLM	Kyle Lawrence	1997-10-11	—	6142221488	6147 Lincoln Way, Fresno, CA, 93707	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-420842	CLM	Jeffrey Weaver	1959-01-20	UHC-44776-24	7788541598	1047 Broadway, Miami, FL, 33153	0.78	Phone reformatted Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-101321	ENR	Terry I Wels	1948-08-06	UHC-54960-58	2874159000	8898 Jefferson Ave, Austin, TX, 78769	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-411215	CLM	Walter R Mendez	2008-03-08	UHC-63260-69	3406406912	3148 Grand Ave, Dallas, TX, 75282	0.78	Name re-cased ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
TPA-54101	TPA	Wei Mendoza	1965-07-18	—	—	69 Mountain View Dr, Tampa, FL, 33679	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-112514	ENR	Adam Garrett	1986-12-01	UHC-27878-40	8079311482	1633 Palm Dr, Los Angeles, CA, 90078	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-124287	ENR	Carolyn R Hunter	1944-06-06	UHC-52116-16	2953716845	2682 Willow Ct, Jacksonville, FL, 32284	0.78	Member ID reformatted City re-cased ZIP+4 trimmed Email lower-cased+1 more
TPA-59244	TPA	Sandra Gardner	1958-11-11	—	—	129 Palm Dr, Jacksonville, FL, 32283	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-55634	TPA	Santiago Dominguez	1998-11-18	—	3123935797	2418 Sunset Blvd, Seattle, WA, 98177	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-112122	ENR	Braandon Q Lane	1947-09-08	UHC-57423-75	9649246918	581 Lincoln Way, Chandler, AZ, 85219	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-129093	ENR	Brenda N Gray	1997-09-11	UHC-73513-52	3872289975	7684 Mesa Dr, Charlotte, NC, 28271	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-420234	CLM	Karen Q Ruiz	1943-08-01	—	9193230121	5995 Sage Ct, Austin, TX, 78782	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-136179	ENR	Russell L Duncan	1988-08-26	UHC-91639-14	—	9339 Apache Blvd, Scottsdale, AZ, 85245	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
ENR-136178	ENR	Russell L Duncan	1988-08-26	UHC-91639-14	—	9339 Apache Blvd, Scottsdale, AZ, 85245	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
PRV-20811	PRV	Li Gerald	1954-12-24	UHC-76640-91	7913213625	2913 Apache Blvd, Gilbert, AZ, 85201	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more

8,263 rows, page 140 of 166Previous Next