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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20133	PRV	Sarah Patterson	2000-04-06	UHC-49912-64	6097536003	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26278	PRV	Michelle Clark	1987-06-28	—	7186275243	4196 Union St, Miami, FL, 33116	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23798	PRV	Thomas Washington	1951-03-13	—	5276232503	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22919	PRV	Sophia Richardson	1964-07-02	—	7203237001	2328 Church St, Plano, TX, 75004	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29515	PRV	Cheryl Carr	1981-12-11	—	6254293747	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27696	PRV	James N Bishop	1953-11-23	UHC-85304-86	8999219614	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-26649	PRV	Ralph A Mendoza	1977-11-03	UHC-00344-49	7793092735	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-20059	PRV	Laura Wood	2002-09-06	—	7196073533	2088 Union St, Seattle, WA, 98145	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-25490	PRV	Kimberly A Morrison	1943-11-19	UHC-34877-54	4459186280	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25970	PRV	Diane Hughes	2002-11-27	UHC-73105-62	5644713161	5255 River Rd, Seattle, WA, 98134	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27089	PRV	William R Diaz	1966-03-12	UHC-98786-04	6652192817	5805 Meadow Ln, Orlando, FL, 32846	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-28372	PRV	Hannaah D Little	1967-01-19	—	6284691390	1136 River Rd, Phoenix, AZ, 85024	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20367	PRV	Emma Vasquez	1986-08-05	UHC-95934-32	9193075499	1098 Market St, Dallas, TX, 75249	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-20950	PRV	Christina Jones	1975-05-11	UHC-72951-01	5176472759	2696 Mesa Dr, Atlanta, GA, 30395	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-20796	PRV	Katherine Hilll	1979-09-20	UHC-53855-27	7516947971	983 Spring St, Fresno, CA, 93731	0.94	Phone reformatted State code upper-cased Placeholder values cleared
PRV-28654	PRV	Dick O Harrison	1953-09-09	—	7782797982	9432 Grand Ave, Fresno, CA, 93778	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-21639	PRV	Brandon Snyder	1968-12-04	UHC-55662-93	5819701183	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29150	PRV	Stephen Butler	2000-08-09	—	6233879235	1461 Pine Dr, Atlanta, GA, 30354	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27778	PRV	Diana Conntreras	1973-04-08	—	5289202590	9178 Lake View Rd, Miami, FL, 33199	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-26867	PRV	Sean S James	1978-05-06	—	9112757314	7309 Mountain View Dr, Tucson, AZ, 85758	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-26866	PRV	Sean S James	1978-05-06	—	9112757314	7309 Mountain View Dr, Tucson, AZ, 85758	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-21149	PRV	Judith Myers	1946-09-27	—	5363832327	7974 Ocean Ave, Austin, TX, 78758	0.94	Phone reformatted Email lower-cased Placeholder values cleared
PRV-24478	PRV	Ben Ford	1980-12-26	UHC-83243-50	3157106711	2760 Broadway, Orlando, FL, 32825	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
PRV-22317	PRV	Roger Stephens	1991-01-11	UHC-94066-98	9248808854	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25167	PRV	Seen Carpenter	1954-10-05	UHC-27165-58	3493704324	4917 Lake View Rd, Seattle, WA, 98103	0.94	Name re-cased Phone reformatted Member ID reformatted
PRV-28301	PRV	Brittany Moore	1952-10-22	—	6772650694	2008 Park Pl, Atlanta, GA, 30323	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29160	PRV	Raymond Y Chapman	1974-12-27	UHC-57667-96	2023467133	3099 Maple Ave, Houston, TX, 77002	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
PRV-26558	PRV	Jonathan B Alvarado	1956-01-03	—	6736043356	2769 Desert Sky Blvd, San Diego, CA, 92185	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-28549	PRV	Carolyn Morris	1971-09-01	—	4924927674	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26169	PRV	Sarah Morris	1994-05-08	—	4496500273	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-29478	PRV	Keith Jensen	2004-11-19	—	2617622851	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29517	PRV	Willie P Reyes	1967-07-18	UHC-22077-99	6628140514	—	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
PRV-23800	PRV	Patricia W Williams	1987-06-02	—	6413272824	2330 Washington St, San Diego, CA, 92174	0.94	Phone reformatted State code upper-cased Placeholder values cleared
PRV-28459	PRV	Diego Willis	1945-11-19	UHC-55353-42	2887902287	7121 Elm St, Tucson, AZ, 85707	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
PRV-26265	PRV	Sean J Le	1995-05-23	UHC-51623-66	9585624543	465 Willow Ct, Austin, TX, 78743	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-28948	PRV	Nicloe W Johnston	1981-11-02	—	8425419404	2100 Apache Blvd, Mesa, AZ, 85272	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-21308	PRV	Judith Carroll	1939-03-06	—	2202538358	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23273	PRV	Maria Gray	1994-12-02	UHC-06693-16	3295002298	7226 Lincoln Way, Charlotte, NC, 28208	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27838	PRV	Roy Powell	1979-11-27	—	5032571479	482 Broadway, Plano, TX, 75010	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27755	PRV	Frank Fernandez	1987-09-07	—	4216293411	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-29111	PRV	Chris Meyer	1997-06-28	—	5812426596	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-29103	PRV	Betty S Woods	1992-04-01	—	9419857185	3963 Lincoln Way, Gilbert, AZ, 85214	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-21418	PRV	Kayla Williamson	2008-07-14	—	4432446373	9478 Jefferson Ave, Columbus, OH, 43221	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-20743	PRV	Jason Garza	2003-03-24	—	9378799145	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-21749	PRV	Joe Luna	1974-05-18	UHC-06718-95	5845000809	7625 River Rd, Columbus, OH, 43216	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23841	PRV	Isabella I Sanchez	1958-11-22	—	9355920361	7658 Canyon Rd, Tempe, AZ, 85271	0.94	Phone reformatted Email lower-cased Placeholder values cleared
PRV-25091	PRV	Shirley Grant	1947-08-11	—	9498189244	122 Forest Ave, Scottsdale, AZ, 85240	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-21976	PRV	Barbara Hanson	1966-06-11	—	8463762880	6526 Apache Blvd, Dallas, TX, 75243	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21504	PRV	Janice Robertson	2007-08-28	—	5358439513	8290 Broadway, Charlotte, NC, 28224	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-26451	PRV	Emily Ross	1951-05-12	UHC-34434-38	7544431760	8776 Main St, Tampa, FL, 33684	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared

5,906 rows, page 112 of 119Previous Next