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

Claims, 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
CLM-409842	CLM	Ralph Johnson	1939-11-02	—	9712294403	9079 Maple Ave Apt 18, Austin, TX, 78750	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-432611	CLM	Jacob Espinoza	1943-03-01	UHC-09081-77	2186631113	9827 Lake View Rd # 550, San Diego, CA, 92130	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-401574	CLM	Michael Wells	1966-02-11	UHC-88567-13	—	7334 Highland Ave Apt 2, Eden Prairie, MN, 55321	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-430507	CLM	Kevin Andrews	1982-03-06	UHC-78632-10	—	7867 Ocean Ave Apt 32, San Diego, CA, 92114	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-418082	CLM	Charles Ross	1992-12-15	UHC-90074-48	—	8583 Elm St # 675, Fresno, CA, 93771	0.82	Unit split from street State code upper-cased Placeholder values cleared
CLM-407990	CLM	Samantha D Nunez	1990-02-28	—	—	3542 Hillcrest Rd Apt 2, Los Angeles, CA, 90035	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-411225	CLM	Don Russell	1974-02-22	—	—	5913 Maple Ave # 705, Houston, TX, 77046	0.82	Unit split from street City re-cased Placeholder values cleared
CLM-419795	CLM	Patricia Fox	1959-03-21	—	—	2227 Mountain View Dr Apt 15, Phoenix, AZ, 85020	0.82	Name re-cased Unit split from street Whitespace trimmed
CLM-427359	CLM	Evelyn S Walsh	1945-11-12	—	—	472 Apache Blvd Apt 35, San Antonio, TX, 78224	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-407345	CLM	Josh Nelson	1975-02-24	UHC-27770-85	—	1628 Camelback Rd # 816, Denver, CO, 80238	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-420011	CLM	Gloria X Torres	1991-11-21	UHC-65880-12	—	156 Sunset Blvd # 806, Charlotte, NC, 28268	0.82	Member ID reformatted Unit split from street Whitespace trimmed
CLM-407891	CLM	Stephen Morrison	1955-04-04	UHC-13609-37	—	8567 Spring St Apt 25, San Diego, CA, 92111	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-425395	CLM	Wayne Bennett	1948-01-25	—	—	4348 Maple Ave Apt 32, Tampa, FL, 33602	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-402369	CLM	Hiroshi Lawrence	2005-09-10	UHC-75535-02	—	8338 Cedar Ln Apt 1, Tucson, AZ, 85797	0.82	Date of birth reformatted Unit split from street Whitespace trimmed
CLM-424711	CLM	Dylan Parker	1988-11-15	—	6986161786	539 Harbor Blvd # 288, San Diego, CA, 92160	0.82	Phone reformatted Unit split from street Placeholder values cleared
CLM-413279	CLM	Abigail Dunn	1965-01-06	—	—	5392 Union St Apt 26, Tampa, FL, 33688	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-414074	CLM	Roy Vega	1970-07-13	UHC-75367-91	—	301 Oak St Apt 19, Tampa, FL, 33678	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-430699	CLM	Alaxander Le	2005-11-18	—	—	5252 Lake View Rd # 918, Plano, TX, 75032	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-414285	CLM	Megan Watson	1975-04-10	—	—	257 Pine Dr Apt 10, Miami, FL, 33164	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-406923	CLM	Samuel Williamson	2003-01-11	UHC-27141-39	—	8488 Valley View Dr # 297, Austin, TX, 78798	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-412927	CLM	Sharon Cooper	1985-01-14	UHC-81455-82	8854771235	2375 Lincoln Way # 430, Fresno, CA, 93771	0.82	Phone reformatted Unit split from street Placeholder values cleared
CLM-424680	CLM	David N Ortiz	1976-07-04	UHC-76176-84	—	80 Lake View Rd # 855, Dallas, TX, 75289	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-411792	CLM	Donald Vazquez	2006-12-21	UHC-90411-84	—	4164 Palm Dr Apt 18, Chandler, AZ, 85266	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-430159	CLM	Yuki Yang	1977-09-21	UHC-26988-86	3709198884	7745 Broadway # 557, San Diego, CA, 92191	0.82	Phone reformatted Unit split from street Placeholder values cleared
CLM-414847	CLM	Pamela Hughes	1962-02-24	—	—	4681 Bayshore Dr Apt 5, Sacramento, CA, 95823	0.82	Unit split from street State code upper-cased Placeholder values cleared
CLM-401312	CLM	Aguilar Judith	1940-03-28	UHC-01588-51	—	4131 Mesa Dr # 961, Scottsdale, AZ, 85272	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-422272	CLM	James Hanson	1984-11-23	UHC-90765-54	—	6778 Ocean Ave # 897, Miami, FL, 33117	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-429584	CLM	Bishop Doris	2004-07-23	—	—	8487 Lake View Rd # 456, Dallas, TX, 75240	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-429585	CLM	Bishop Doris	2004-07-23	—	—	8487 Lake View Rd # 456, Dallas, TX, 75240	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-414990	CLM	Keith L Jones	1987-02-19	UHC-95396-91	—	5349 Palm Dr # 261, Orlando, FL, 32884	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-415552	CLM	Gregory Howard	1941-03-20	UHC-16734-85	—	101 Main St Apt 34, Tucson, AZ, 85777	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-431774	CLM	Brenda Glbert	1964-04-10	—	—	8010 Church St # 843, Austin, TX, 78715	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-416861	CLM	David Chapman	1956-09-28	—	—	7079 Willow Ct Apt 21, Jacksonville, FL, 32213	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-409206	CLM	Jonathan D Davis	1970-02-15	UHC-33869-68	3969368043	6574 Sage Ct # 737, Gilbert, AZ, 85207	0.82	Phone reformatted Unit split from street Whitespace trimmed
CLM-403690	CLM	Dennis G Gardner	1975-09-27	—	—	3984 Pine Dr # 834, Dallas, TX, 75241	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-420909	CLM	Michelle R Carpenter	1960-07-18	—	—	8637 Ocean Ave # 264, Chandler, AZ, 85278	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-404594	CLM	Amber W Mejia	1953-02-17	—	4953626145	5149 Mesa Dr # 123, Gilbert, AZ, 85265	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-416967	CLM	Alice Bailey	1960-05-04	UHC-91287-15	7244840697	1607 Union St Apt 28, Phoenix, AZ, 85029	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-417137	CLM	Christine Davis	1968-04-16	—	9487277411	5608 Lincoln Way # 763, Dallas, TX, 75252	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-400413	CLM	John Gardner	1947-11-06	—	—	6299 Desert Sky Blvd # 266, Austin, TX, 78722	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-420391	CLM	Laura Smith	2008-02-11	UHC-97695-33	—	123 Ridge Rd Apt 13, Eden Prairie, MN, 55365	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-426495	CLM	Ethan Foster	1941-08-06	UHC-36897-68	—	7698 Lincoln Way # 465, Minneapolis, MN, 55426	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-408577	CLM	Joshua Holmes	1977-04-20	UHC-28099-06	—	7245 River Rd # 568, Glendale, AZ, 85336	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-425127	CLM	Josh Gray	1994-04-12	UHC-40679-05	—	1373 Lincoln Way # 117, Sacramento, CA, 95872	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-417784	CLM	Jordan Mitchell	1999-01-13	UHC-41287-90	—	882 Lake View Rd # 630, Dallas, TX, 75281	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-410079	CLM	Mary N Russell	1942-12-23	UHC-42213-42	—	6848 Jefferson Ave # 582, Las Vegas, NV, 89179	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-421254	CLM	Lisa Li	1999-09-23	—	—	6577 Ridge Rd # 442, San Diego, CA, 92129	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-430242	CLM	Adam Cooper	2006-03-14	—	4928731767	8767 Harbor Blvd # 680, Sacramento, CA, 95832	0.82	Unit split from street City re-cased Placeholder values cleared
CLM-401729	CLM	Ethan B Le	1939-11-24	UHC-85766-54	—	3103 Mesa Dr # 774, Phoenix, AZ, 85048	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-424974	CLM	Teeresa Bishop	1961-04-10	UHC-34907-30	6129120926	314 Church St # 391, Tampa, FL, 33601	0.82	Name re-cased Unit split from street Placeholder values cleared

2,038 rows, page 40 of 41Previous Next