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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112819	ENR	Yuki Lynch	1963-06-01	UHC-60388-32	—	1153 Canyon Rd Apt 20, Gilbert, AZ, 85223	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-407771	CLM	Brian Wang	1954-12-26	UHC-03998-29	—	2019 Valley View Dr # 248, Eden Prairie, MN, 55356	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400484	CLM	Santiago Peters	1999-11-21	—	—	8248 Willow Ct Apt 7, San Antonio, TX, 78210	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114586	ENR	King Sofia	1959-10-18	UHC-08034-30	4546029507	1813 Valley View Dr Apt 31, Scottsdale, AZ, 85248	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-101409	ENR	Olivia I Carrr	1950-07-25	—	6778441730	3834 Forest Ave Apt 20, Jacksonville, FL, 32222	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-423213	CLM	Andrea Stewart	1963-09-05	—	—	9243 Pine Dr # 435, Chandler, AZ, 85202	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-108626	ENR	Kevin Boyd	2007-02-20	UHC-41277-68	4229242477	9379 Ridge Rd Apt 30, Columbus, OH	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-102311	ENR	Kenneth Marshall	—	UHC-85421-07	6645396274	7655 Camelback Rd # 370, Las Vegas, NV, 89190	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-61253	TPA	Joe Bradley	2005-11-16	—	—	5348 Apache Blvd Apt 39, Denver, CO	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-100549	ENR	Joshua Willis	1945-04-07	UHC-25334-79	4337639259	6663 Oak St Apt 14, Sacramento, CA, 95835	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-140830	ENR	Elizzabeth V Lucas	2008-07-01	UHC-40561-13	8098235084	8572 Sage Ct Apt 37, Plano, TX	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-111851	ENR	Juan Carroll	1960-11-20	UHC-88791-78	2164361800	6460 Church St # 925, San Antonio, TX	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121198	ENR	George C Sanchez	1970-05-24	UHC-75107-90	2257196452	1944 Park Pl Apt 15, Seattle, WA	0.52	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-121170	ENR	Donald OJunk	1999-01-19	UHC-13344-80	4376913779	5902 Broadway # 844, Eden Prairie, MN, 55322	0.52	Name re-cased Date of birth reformatted Unit split from street Gender normalised+2 more
PRV-24739	PRV	Rivera Logan	1976-05-01	UHC-27810-95	7747795587	8658 Elm St Apt 11, Phoenix, AZ	0.52	Date of birth reformatted Member ID reformatted Unit split from street ZIP missing+2 more
CLM-403408	CLM	Virginia Nelson	1942-06-13	—	3379033483	5994 Ridge Rd # 606, Tempe, AZ, 85283	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-106091	ENR	Scott Q Singh	1941-06-19	UHC-63799-34	4334896845	2352 Oak St Apt 18, Nashville, TN, 37205	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-120007	ENR	Roy K Snyder	1975-04-16	UHC-03945-17	—	3787 Jefferson Ave # 531, Seattle, WA, 98151	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-108051	ENR	Donald Meyer	1987-07-10	UHC-63332-29	8529518013	5980 Washington St # 386, Columbus, OH, 43211	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409804	CLM	Knight Wayne	1983-04-27	UHC-95604-13	—	6599 Market St # 292, Chandler, AZ	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
ENR-113446	ENR	Omar T Matthews	1974-12-10	UHC-66764-33	8883431618	7558 Washington St Apt 10, Chandler, AZ, 85252	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102391	ENR	Carolyn Jimenez	1943-02-17	UHC-13964-61	4418228348	7201 Meadow Ln # 227, Houston, TX, 77054	0.52	Date of birth reformatted Unit split from street City re-cased State name converted to code+2 more
PRV-23666	PRV	Dennis Castro	2000-05-06	—	3268442329	5520 Washington St Apt 16, Miami, FL, 33174	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
ENR-136967	ENR	Natalie P Gray	1996-11-08	UHC-64557-49	5517229746	7891 Jefferson Ave Apt 27, Seattle, WA, 98104	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58266	TPA	Lewis Brenda	1941-12-12	UHC-46833-10	—	5805 Valley View Dr Apt 38, Charlotte, NC, 28267	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-27273	PRV	Jerry Jordan	1997-06-11	UHC-64857-05	9672415441	2771 Spring St Apt 17, Tempe, AZ, 85244	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135074	ENR	Juan S Carroll	1956-10-23	UHC-09236-74	3825853002	2194 Central Ave Apt 2, Tucson, AZ, 85745	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-427456	CLM	Jack Daniels	1952-12-08	—	6764784172	6951 Church St Apt 7, Atlanta, GA, 30313	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133008	ENR	Peter L Rios	1957-09-19	UHC-05397-97	6882295905	4756 Mesa Dr Apt 26, Plano, TX, 75043	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-27527	PRV	Charlotte V Nichols	1970-05-19	UHC-53965-50	8148244059	3495 Market St # 722, Columbus, OH	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-113531	ENR	Megan T Garcia	1979-11-28	UHC-85835-94	8296506587	9530 Forest Ave # 859, Austin, TX, 78723	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-140694	ENR	Michelle Phillips	1946-10-01	UHC-44626-22	5899044752	4100 Lake View Rd Apt 37, Miami, FL, 33148	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-415320	CLM	Michelle Riley	1941-10-16	UHC-24426-58	—	3847 Highland Ave # 897, Plano, TX, 75009	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-407520	CLM	Patricia Grant	1978-09-07	—	7485931064	6500 Ridge Rd Apt 27, Miami, FL, 33172	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131455	ENR	Patricia Q Ross	1949-05-22	UHC-68744-18	7758511395	52 Desert Sky Blvd # 609, Glendale, AZ, 85394	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-405600	CLM	James Day	1956-11-11	UHC-69120-92	6699376488	5159 Maple Ave # 115, Los Angeles, CA, 90091	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60849	TPA	Amy Collins	1970-09-28	—	—	4997 Maple Ave # 315, Minneapolis, MN, 55493	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61958	TPA	Sofia U Andrews	1996-02-17	—	—	377 Spring St # 447, Charlotte, NC, 28218	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-118326	ENR	Chris U Andrews	2002-04-17	UHC-48839-39	8816132588	9864 Washington St Apt 31, San Diego, CA, 92111	0.52	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+2 more
ENR-137039	ENR	Gary Herrera	1983-11-17	UHC-69117-24	5483689686	589 Mountain View Dr # 352, Plano, TX, 75017	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-113830	ENR	Adam Bailey	2000-08-10	UHC-61330-54	6804042855	6587 Jefferson Ave Apt 5, Scottsdale, AZ, 85222	0.52	Name re-cased Unit split from street City re-cased State code upper-cased+2 more
TPA-52041	TPA	Keith Hall	1966-04-03	—	—	1725 Cedar Ln # 423, Dallas, TX, 75243	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123611	ENR	Kevin Cunningham	1962-09-09	UHC-16646-65	2608973093	4566 Forest Ave # 209, Phoenix, AZ, 85099	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-103484	ENR	Marcus Richards	2008-01-28	UHC-72468-49	7475956022	8720 Market St Apt 18, Atlanta, GA	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-120223	ENR	Diana A Aguilar	1958-08-04	UHC-33485-42	7774006191	4656 Elm St Apt 6, Chandler, AZ, 85277	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104967	ENR	Robert Wels	1957-10-10	UHC-36855-16	2588341398	3675 Mountain View Dr # 443, San Antonio, TX	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107923	ENR	Gerald W Richardson	1957-04-11	UHC-52791-35	2998825660	1747 Sage Ct # 988, Gilbert, AZ, 85254	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-139291	ENR	Rachel M Fowler	1983-05-20	UHC-83408-02	2438832716	8542 Forest Ave Apt 39, Minneapolis, MN, 55405	0.52	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-414672	CLM	Grace E Cole	1972-04-15	—	—	8933 Meadow Ln # 456, Glendale, AZ, 85399	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-137201	ENR	Eugene V Watkins	1965-11-24	UHC-59440-01	6562618581	5076 Elm St # 250, Denver, CO, 80295	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more

6,994 rows, page 43 of 140Previous Next