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

Provider network, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24230	PRV	Aisha Ryan	2006-03-11	—	9812238695	7550 Spring St, Gilbert, AZ, 85220	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-29027	PRV	Christopher Ross	1990-02-16	UHC-51132-99	7698326458	5213 Spring St, Seattle, WA, 98152	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-27553	PRV	Heather Meyer	1985-05-19	UHC-17486-97	6239850085	9200 Harbor Blvd, Charlotte, NC, 28252	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25390	PRV	Sean Yang	1966-01-27	—	8445415132	9465 Palm Dr, San Diego, CA, 92191	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26207	PRV	Donald Daniels	—	—	6124238839	6814 Valley View Dr, Dallas, TX, 75290	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28640	PRV	Maria Rose	1968-09-16	—	7594134013	1103 Sunset Blvd, Seattle, WA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-26560	PRV	Jacob Wallace	1969-05-04	UHC-66285-29	8632623231	9419 Sage Ct, Minneapolis, MN, 55451	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20192	PRV	Amanda D Wheeler	1938-07-07	—	7297087633	9600 Maple Ave, Phoenix, AZ, 85055	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27101	PRV	Doris Thomas	1984-12-15	UHC-73006-67	5944511673	1951 Union St, San Diego, CA, 92188	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-22414	PRV	Camla Sandoval	1983-09-18	UHC-60824-59	4592179167	5221 Broadway # 109, Seattle, WA, 98142	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-24508	PRV	Julie Allen	2006-07-18	—	9586179676	455 Indian School Rd, Dallas, TX, 75215	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21432	PRV	Logan Tucker	1958-03-25	—	6709313269	3731 Baseline Rd, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24546	PRV	Harold V Vasquez	2001-04-18	UHC-05206-24	5215295672	4231 Lake View Rd, Mesa, AZ, 85252	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24244	PRV	Carolyn I Herrera	1965-07-04	UHC-83872-65	—	7974 Washington St, Gilbert, AZ, 85261	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28881	PRV	Sofia Y Bowman	1964-11-20	—	5956384139	3843 Baseline Rd, Scottsdale, AZ, 85229	0.62	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
PRV-23964	PRV	Brian F Wilson	1984-10-03	UHC-08927-59	7402185505	955 Cedar Ln, Miami, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21388	PRV	Arthur Alexander	1956-08-20	UHC-11557-51	—	4818 Market St, Nashville, TN, 37273	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
PRV-29539	PRV	Saen Peters	2001-10-05	—	3404158757	4637 Sage Ct Apt 5, Houston, TX, 77053	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-29538	PRV	Saen Peters	2001-10-05	—	3404158757	4637 Sage Ct Apt 5, Houston, TX, 77053	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-20624	PRV	Justin Carr	1939-05-17	—	7478188871	2297 Church St, Houston, TX, 77093	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22481	PRV	Ahmed Wagner	1981-01-01	—	3142204944	212 Bayshore Dr, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21372	PRV	Brandon Garrett	1991-01-28	—	7403791532	1797 Park Pl, Houston, TX, 77087	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23570	PRV	Deb V Gilbert	—	UHC-22494-09	7152997127	5353 Church St, Minneapolis, MN, 55412	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-20253	PRV	Brandon W Russell	1944-07-24	UHC-21934-36	—	7081 Main St, Jacksonville, FL, 32262	0.62	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-20632	PRV	Sandra Freeman	1995-01-01	—	7815962100	3230 Pine Dr, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20631	PRV	Sandra Freeman	1995-01-01	—	7815962100	3230 Pine Dr, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22285	PRV	Roger George	1983-01-10	—	4533472618	1902 Washington St, Atlanta, GA, 30362	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27629	PRV	Eric Robertson	2008-07-10	UHC-01745-78	2186271767	3096 Union St, Fresno, CA, 93766	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21395	PRV	Michelle I Fowler	1981-09-08	—	5003646441	2988 Central Ave, Phoenix, AZ, 85015	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28080	PRV	Isabella Reed	1987-08-24	UHC-76255-44	7686605539	8519 Main St # 811, Gilbert, AZ, 85250	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-20385	PRV	Greg Lawson	1983-02-02	—	—	3957 Grand Ave, Denver, CO, 80261	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-29287	PRV	Anna Guzman	1968-06-28	UHC-10311-67	7833335104	8017 Washington St, Scottsdale, AZ, 85252	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27933	PRV	Terry Lane	2004-07-22	UHC-64702-47	6907025122	5422 Canyon Rd, Sacramento, CA, 95833	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29174	PRV	William Collins	—	—	4868085700	6271 Cedar Ln, San Antonio, TX, 78218	0.62	Name re-cased Date of birth reformatted Date of birth unreadable City re-cased+3 more
PRV-28662	PRV	Olivia Shaw	1957-04-28	—	2169564424	6872 Jefferson Ave, Dallas, TX, 75259	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25268	PRV	Jose I Scott	1979-05-02	—	7915452789	1716 Ridge Rd, Nashville, TN, 37283	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26531	PRV	Santiago James	1945-09-07	UHC-43373-39	7292509542	6714 Church St, Denver, CO	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21975	PRV	Barbara U Warren	1979-06-15	—	4519681684	9804 Ocean Ave # 139, Austin, TX, 78763	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-24497	PRV	Judy Ortega	1997-11-23	—	2342283457	2089 Camelback Rd # 529, San Diego, CA, 92136	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-20251	PRV	Debra Simmons	2005-06-27	—	2443327255	3226 Elm St, Tampa, FL, 33653	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26778	PRV	Santiago Rojas	1994-12-27	UHC-47732-45	3847333885	3935 Canyon Rd Apt 31, Gilbert, AZ, 85264	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-27725	PRV	David Day	1970-01-08	UHC-71063-24	—	7470 Park Pl, Denver, CO, 80292	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-25562	PRV	Randy Fisher	1984-01-26	—	8405547906	772 Harbor Blvd # 834, Atlanta, GA, 30393	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-27027	PRV	Aisha O Brookks	1951-06-13	—	2563247034	3747 Canyon Rd, Jacksonville, FL, 32260	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24185	PRV	Douglas Mendez	1959-08-10	UHC-84771-78	3438859555	630 Apache Blvd, Plano, TX, 75015	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-23237	PRV	Mei Ellis	1938-06-27	UHC-77487-48	—	1321 Ridge Rd, San Antonio, TX, 78276	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-25170	PRV	Joseph Welch	1999-12-19	—	4597137279	4470 Apache Blvd Apt 25, San Antonio, TX, 78275	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-27458	PRV	Jennifer Payne	1968-12-18	—	9375377924	8320 Willow Ct, Glendale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26540	PRV	Kelly Ray	1972-10-16	UHC-34652-06	6414038096	9554 Sage Ct, Los Angeles, CA, 90009	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25845	PRV	Richard E Lwason	1976-05-25	UHC-60156-03	3754435819	9040 Ridge Rd, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

9,344 rows, page 32 of 187Previous Next