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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26794	PRV	Bobby Powell	1941-09-10	—	5786488115	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-20048	PRV	Ruuth Ferguson	1945-10-09	UHC-17845-36	—	9177 Jefferson Ave, Mesa, AZ, 85248	0.94	Name re-cased City re-cased Placeholder values cleared
PRV-22108	PRV	Dylan Watkins	2007-10-27	UHC-44967-83	8029169881	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-21587	PRV	Denise Sanders	1951-02-16	—	3047637656	6705 Meadow Ln, Columbus, OH, 43288	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-22494	PRV	Brandon Kim	2005-03-05	UHC-49210-04	—	9353 Church St, San Diego, CA, 92173	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-26877	PRV	James S Smith	1960-09-01	UHC-01630-29	2886349456	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-26403	PRV	Mariana Austin	1967-10-15	—	7875392929	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-29250	PRV	Brandon S Flores	2001-04-20	—	2988795108	9616 Apache Blvd, Mesa, AZ, 85232	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-26912	PRV	Meegan Snyder	1964-08-06	UHC-93058-54	7374686179	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-22629	PRV	Walter Clark	1980-03-06	—	—	3926 Lincoln Way, Jacksonville, FL, 32298	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-27348	PRV	Alexis Hughes	2001-06-10	UHC-70657-25	—	1856 Union St, Fresno, CA, 93718	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-22729	PRV	Jordan Baker	1991-11-22	UHC-78101-68	8214934284	4551 Broadway, Tucson, AZ, 85779	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-26513	PRV	Vincent Campbell	1982-11-20	UHC-21729-18	3137257856	6665 Pine Dr, San Antonio, TX, 78254	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27595	PRV	Marc Thompson	1996-04-15	UHC-71607-73	4012247216	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-29326	PRV	Diego Evans	1964-06-28	UHC-07580-34	4486606449	5946 Mountain View Dr, Eden Prairie, MN, 55392	0.94	Name re-cased Date of birth reformatted Phone reformatted
PRV-24900	PRV	Sophia Guerrero	1972-06-06	UHC-35263-16	3778730768	1068 Grand Ave, Charlotte, NC, 28226	0.94	Name re-cased City re-cased Placeholder values cleared
PRV-26353	PRV	Luna Gregory	1953-02-15	UHC-66734-89	2355268108	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27714	PRV	Marquez N Judith	1949-05-07	—	7203739346	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-25362	PRV	Kayla Perez	1964-12-11	—	3612084240	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-27609	PRV	Roger Welch	1941-01-03	—	4227423511	7310 Central Ave, Tampa, FL, 33671	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-22639	PRV	Mei X King	1984-03-02	—	9752317921	6745 Union St, Eden Prairie, MN, 55358	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-20806	PRV	Fatima Hansen	1942-03-02	—	7363692591	4295 Elm St, Fresno, CA, 93706	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-28773	PRV	Hannah Miller	1957-10-12	UHC-46820-04	9047055262	7477 Broadway, Las Vegas, NV, 89110	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-21403	PRV	Donna Crawford	1976-04-07	—	5952317804	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27139	PRV	Susan Vazquez	2007-09-06	—	3206987761	7588 Apache Blvd, Eden Prairie, MN, 55378	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-25676	PRV	Mateo Cooper	1999-09-15	UHC-44800-44	7666829596	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-22740	PRV	Teresa Williamson	1981-01-26	UHC-54512-54	4142162987	2913 Lincoln Way, Dallas, TX, 75257	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-22472	PRV	Jacob K Adams	1972-06-23	—	6324990118	5341 Oak St, Minneapolis, MN, 55456	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-29351	PRV	Ward Henry	1939-03-06	UHC-63253-17	4224995123	2753 Sunset Blvd, San Diego, CA, 92160	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-26835	PRV	Jonathan Green	1964-07-25	UHC-91476-16	2067330935	—	0.94	Name re-cased Phone reformatted Whitespace trimmed
PRV-20281	PRV	Ryan Barbara	1964-05-01	UHC-96763-42	3232403800	6299 Sunset Blvd, San Diego, CA, 92148	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-20974	PRV	Douglas Ruiz	1997-09-11	UHC-49143-85	6872030382	4282 Meadow Ln, Tempe, AZ, 85246	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-25899	PRV	Samuel Maquez	1995-12-04	UHC-23159-56	2459718161	927 Church St, Phoenix, AZ, 85093	0.94	Name re-cased City re-cased Placeholder values cleared
PRV-29195	PRV	Ann Hoffman	2008-02-22	—	3399935016	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-22049	PRV	Diana Ramos	1994-10-07	—	—	8705 Pine Dr, Atlanta, GA, 30335	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-21646	PRV	Helen Lynch	1940-04-19	—	7927927574	465 Highland Ave, Fresno, CA, 93721	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-28486	PRV	Walter Carlson	1955-10-26	UHC-39159-19	4295406549	2773 Mountain View Dr, Phoenix, AZ, 85067	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-25700	PRV	Madison Hunter	1956-09-19	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-21028	PRV	Christian E Perez	1978-01-11	UHC-47113-40	7507598645	9660 Grand Ave, Tempe, AZ, 85211	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-24978	PRV	Santiago D Jaames	2005-11-18	—	5478943567	2035 Indian School Rd, Glendale, AZ, 85338	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27318	PRV	Roy Fuller	1982-12-26	UHC-84389-41	5659510193	3047 Main St, Minneapolis, MN, 55410	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-24516	PRV	Mariana Harrison	2007-03-03	—	5877232833	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-21071	PRV	Stephen Cook	2001-11-05	UHC-38054-36	8816650692	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-23785	PRV	Maria Owens	1962-11-07	UHC-11319-80	—	951 Pine Dr, Orlando, FL, 32842	0.94	Name re-cased State code upper-cased Placeholder values cleared
PRV-25107	PRV	Douglas Rivera	1976-07-10	UHC-47071-90	5579884573	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-25125	PRV	Micheel Patterson	1950-07-25	UHC-52330-39	5344757314	—	0.94	Name re-cased Email lower-cased Placeholder values cleared
PRV-23493	PRV	Julia C Wells	1952-11-04	UHC-90402-32	9414955159	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27607	PRV	Luis Willis	1980-11-19	UHC-03152-84	4072630254	8903 Desert Sky Blvd, Denver, CO, 80210	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-22315	PRV	David Adams	1980-12-14	UHC-48978-80	—	—	0.96	Name re-cased Placeholder values cleared
PRV-25783	PRV	Mary Jensen	1989-11-16	UHC-25665-35	3715413737	4180 Spring St, Las Vegas, NV, 89100	0.96	Name re-cased Placeholder values cleared

3,816 rows, page 75 of 77Previous Next