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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23052	PRV	Walter Griffin	1960-02-26	—	4007341691	6093 Hillcrest Rd, Columbus, OH, 43295	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29306	PRV	David Hunter	1957-02-20	—	8163133970	9047 Harbor Blvd, Las Vegas, NV, 89153	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24848	PRV	Christian M Wheeler	1961-12-05	—	3179274242	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-26496	PRV	Judy A Edwards	1992-08-01	—	2774511115	501 Palm Dr, Gilbert, AZ, 85223	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22117	PRV	Tyler F Fuller	1985-06-16	—	6562121515	311 Church St, Los Angeles, CA, 90069	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24695	PRV	Santiago Munoz	1974-11-16	UHC-86970-76	8437775065	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27759	PRV	Brittany Walsh	1984-05-09	UHC-72666-02	9664013822	6263 Forest Ave, Denver, CO, 80220	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27758	PRV	Brittany Walsh	1984-05-09	UHC-72666-02	9664013822	6263 Forest Ave, Denver, CO, 80220	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25896	PRV	Sandra Lawis	2005-01-08	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-21520	PRV	Hiroshi Brown	1975-12-15	—	5383151912	4342 Oak St, Tempe, AZ, 85296	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24059	PRV	Bradley R Freeman	1999-10-11	—	5472081684	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24327	PRV	Sofia Clark	1987-06-19	—	3607268580	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22527	PRV	Santiago Fowler	1946-12-10	UHC-38032-37	—	566 Broadway, Las Vegas, NV, 89197	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-22526	PRV	Santiago Fowler	1946-12-10	UHC-38032-37	—	566 Broadway, Las Vegas, NV, 89197	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-25051	PRV	Olivia K Bradley	1950-11-05	—	5058067939	293 Grand Ave, Sacramento, CA, 95873	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22724	PRV	Wayne Arnold	1964-08-20	—	7845295243	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28872	PRV	Ana G Kelly	1984-10-08	—	6518317698	8504 Willow Ct, Charlotte, NC, 28212	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24360	PRV	Randy Meyer	1984-07-26	—	7072619905	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27470	PRV	Mason Edwards	1998-08-27	—	7264066114	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24383	PRV	Amanda Parker	1947-02-27	UHC-47167-27	2938298489	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21210	PRV	Kathleen Ortiz	2001-05-28	UHC-82174-72	9684405748	7729 Park Pl, Minneapolis, MN, 55479	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21919	PRV	Janice Gutierrez	1970-06-20	—	4998666057	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21527	PRV	Anna T Jordan	2002-11-01	—	5314986591	9449 Maple Ave, Atlanta, GA, 30345	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26150	PRV	Jordan F Rose	1980-10-09	—	8165713463	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-24854	PRV	Hiroshi Hudson	1986-01-26	—	7546783296	6665 Washington St, Orlando, FL, 32842	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-20144	PRV	Santiago Peters	1999-11-21	UHC-16126-85	9094043613	8248 Willow Ct, San Antonio, TX, 78210	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-29325	PRV	Patrick Spencer	1951-04-14	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-23009	PRV	Albert Stephens	1967-02-04	UHC-44227-93	—	5794 Ridge Rd, Columbus, OH, 43213	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-20751	PRV	Arthur D Guzman	1950-07-01	—	—	2337 Broadway, Eden Prairie, MN, 55370	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-27484	PRV	Christina U Lee	1954-12-17	—	5399295509	1174 Oak St, Minneapolis, MN, 55419	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-27846	PRV	Lori Allen	1938-12-02	UHC-74577-60	9689291275	2361 Market St, Plano, TX, 75099	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24724	PRV	Tyler Padilla	1974-03-25	UHC-67281-64	—	7057 Mesa Dr, Tempe, AZ, 85297	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-23464	PRV	Valentina Ortiz	1953-05-05	—	5086820139	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-22737	PRV	Valentina I Allen	1986-02-20	—	7009958204	461 Baseline Rd, San Diego, CA, 92148	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-21680	PRV	Jack Armstrong	1965-07-16	—	2577559969	9598 Oak St, Atlanta, GA, 30356	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-21526	PRV	Judith M Harrsi	1938-09-18	—	6972632982	1921 Park Pl, Tucson, AZ, 85723	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29144	PRV	Teresa Munoz	1949-05-17	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-25770	PRV	Dylan Morgan	1981-01-19	—	3859932206	790 Broadway, Seattle, WA, 98119	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28760	PRV	Charlotte Ramos	1969-05-05	—	8714727455	3625 Ocean Ave, Denver, CO, 80249	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22804	PRV	Barb Hansen	1980-06-28	UHC-50547-71	9656635875	8572 Bayshore Dr, Dallas, TX, 75218	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23506	PRV	Marilyn Nunez	1974-08-16	—	4897164544	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26270	PRV	Victoria Estrada	1995-09-18	—	7884148482	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-20444	PRV	Brian Cox	1980-04-19	UHC-39816-02	—	4972 Washington St, Eden Prairie, MN, 55352	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-20443	PRV	Brian Cox	1980-04-19	UHC-39816-02	—	4972 Washington St, Eden Prairie, MN, 55352	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-20008	PRV	Donald R Cole	2002-06-28	UHC-90325-35	2237524319	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-27097	PRV	Margaret Thomas	1983-12-03	UHC-08861-07	8529465608	8443 Canyon Rd, San Diego, CA, 92158	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20431	PRV	Katherine Grant	2008-04-28	UHC-49702-48	3439782209	7447 Valley View Dr, Tempe, AZ, 85289	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25702	PRV	Frank Ramos	1962-04-07	UHC-76600-57	6387482280	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23206	PRV	James Harris	1952-02-13	UHC-25858-43	5407835550	2668 Union St, Sacramento, CA, 95869	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27335	PRV	Thomas N Sanchez	1943-03-28	—	5487895912	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared

5,467 rows, page 103 of 110Previous Next