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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26039	PRV	Ethan Washington	1994-11-12	UHC-00595-54	6034861677	1253 Elm St, Tempe, AZ, 85257	0.64	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
PRV-29015	PRV	Lawrence Silva	1974-07-17	—	2083487666	5164 Canyon Rd, Fresno, CA, 93726	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23228	PRV	Jose B Morrison	1962-08-14	UHC-74741-25	6242312131	3629 Park Pl, Tucson, AZ, 85771	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27134	PRV	Sandra Harrison	1957-10-15	—	4985179661	9330 Lincoln Way Apt 19, Eden Prairie, MN, 55337	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
PRV-22020	PRV	Alexander Davis	1979-12-27	—	2927474296	8974 Elm St, Scottsdale, AZ, 85295	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-28296	PRV	Grace F Duncan	1999-06-14	UHC-41719-75	5905251892	6527 Harbor Blvd, Orlando, FL, 32879	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-23586	PRV	Jeffrey K Simmons	1979-02-02	UHC-58774-62	3167035601	5421 Bayshore Dr, Chandler, AZ, 85295	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23984	PRV	Elizabeth Z Martinez	1998-12-22	—	9147412783	2780 Desert Sky Blvd, Atlanta, GA, 30343	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-28111	PRV	Grace Wong	2000-12-03	UHC-13056-47	7356676010	3571 Spring St, Sacramento, CA, 95834	0.64	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
PRV-26692	PRV	David P Jenkins	2003-05-05	UHC-89133-69	3335485373	4240 Jefferson Ave, Minneapolis, MN, 55496	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-26647	PRV	Nicole Q Thomas	1999-04-10	—	9309184924	5300 Maple Ave, Mesa, AZ, 85212	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23970	PRV	Mary Marquez	1981-01-20	—	6229091859	9126 Union St, Atlanta, GA, 30314	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-23969	PRV	Mary Marquez	1981-01-20	—	6229091859	9126 Union St, Atlanta, GA, 30314	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-24352	PRV	Long D Olivia	1997-07-15	UHC-29266-21	8242742158	1779 Jefferson Ave, Miami, FL, 33125	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
PRV-21354	PRV	Jospeh J Wood	1987-12-20	—	9577963480	2060 Canyon Rd, Phoenix, AZ, 85037	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-28058	PRV	Shirley Lopez	1944-02-01	UHC-32327-74	6152096793	3855 Palm Dr, Plano, TX, 75085	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-29055	PRV	Diane Olson	1981-07-11	—	6385690935	4637 Lake View Rd, Jacksonville, FL, 32257	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24429	PRV	Dylan Hawkins	1970-03-25	UHC-26068-29	4725175080	6252 Valley View Dr, Minneapolis, MN, 55448	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23815	PRV	Samuel Q Lnych	1981-12-12	UHC-18157-27	7306344799	689 Market St, Plano, TX, 75095	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-23814	PRV	Samuel Q Lnych	1981-12-12	UHC-18157-27	7306344799	689 Market St, Plano, TX, 75095	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-28853	PRV	Austin Miller	2001-11-16	—	7426838444	1627 Church St, Minneapolis, MN, 55476	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22854	PRV	Justin Vargas	2004-09-15	UHC-10790-41	5808880906	3263 Hillcrest Rd, Los Angeles, CA, 90035	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26135	PRV	Donna Sullivan	1998-01-01	UHC-84309-27	5786888092	7269 Broadway, Atlanta, GA, 30393	0.64	Name re-cased Phone reformatted Address re-cased ZIP+4 trimmed+2 more
PRV-22581	PRV	Judith H Lopez	1955-12-23	UHC-71589-82	8656504963	7203 Market St, Columbus, OH, 43283	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23596	PRV	William Alvarez	1944-01-18	—	—	8942 Ridge Rd, Plano, TX, 75085	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-26019	PRV	Daniel Q Soto	1985-08-17	—	5748152457	1606 Broadway, Seattle, WA, 98175	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-21654	PRV	Dorothy Herrera	1952-04-24	—	—	6298 Broadway, Fresno, CA, 93767	0.64	Date of birth reformatted Phone missing area code ZIP+4 trimmed Email lower-cased+2 more
PRV-20720	PRV	Brandon Rivera	2006-08-16	UHC-83841-16	—	4526 Jefferson Ave, Gilbert, AZ, 85280	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-28942	PRV	Eric Owens	1963-08-24	UHC-64461-99	2277760343	1197 Willow Ct, Orlando, FL, 32872	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21079	PRV	Omar B Knight	1954-03-18	UHC-76996-54	7195293740	6084 Grand Ave, Phoenix, AZ, 85090	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+2 more
PRV-21078	PRV	Omar B Knight	1954-03-18	UHC-76996-54	7195293740	6084 Grand Ave, Phoenix, AZ, 85090	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+2 more
PRV-21450	PRV	Peter Wallace	1974-02-10	UHC-28274-41	7815872506	1572 Lake View Rd, Tampa, FL, 33622	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-21598	PRV	Nathan Tucker	1982-07-18	—	5058955843	573 Union St, Houston, TX, 77009	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28497	PRV	Kathrny Cooper	2000-07-27	—	—	2987 Spring St, San Antonio, TX, 78236	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24567	PRV	Jacob Medina	1940-11-12	UHC-52242-33	2084056695	898 Jefferson Ave, Glendale, AZ, 85382	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-20771	PRV	Ken Perkins	1996-07-07	UHC-46973-89	—	6141 Maple Ave, Glendale, AZ, 85301	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
PRV-25414	PRV	Jonathan Ferguson	1982-06-09	—	—	4690 Forest Ave Apt 2, Gilbert, AZ, 85276	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
PRV-22195	PRV	Barbara Gibson	2001-09-07	—	2492470431	2335 Willow Ct, Gilbert, AZ, 85288	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-25453	PRV	Philip P Johnson	1941-09-19	UHC-00083-62	6554544924	2403 Oak St, Sacramento, CA, 95828	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27395	PRV	Ahmed Rose	1972-11-01	—	9007684149	4535 Camelback Rd, Seattle, WA, 98143	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28941	PRV	Frances Powell	1968-11-17	UHC-90782-54	6442887489	7489 Sunset Blvd, Fresno, CA, 93710	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28940	PRV	Frances Powell	1968-11-17	UHC-90782-54	6442887489	7489 Sunset Blvd, Fresno, CA, 93710	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24261	PRV	Maria Flores	1989-02-23	UHC-15319-51	6906292295	7307 Oak St, Tempe, AZ, 85237	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-27767	PRV	Kyle Fuller	1961-09-12	UHC-61514-91	2974113366	5677 Highland Ave, Sacramento, CA, 95844	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26699	PRV	Wei Morris	1970-02-14	—	2139737646	9555 Central Ave, Mesa, AZ, 85253	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-22674	PRV	Bruce Griffin	1978-03-04	—	—	5529 Ridge Rd, Los Angeles, CA, 90041	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25369	PRV	Brian M McCoy	1958-07-15	UHC-72352-98	2204923173	8242 Union St, Tempe, AZ, 85238	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28937	PRV	George Estrada	1989-06-18	UHC-50821-50	2235002919	3618 Canyon Rd, Atlanta, GA, 30300	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23043	PRV	Santiago Perkins	1977-11-25	—	5446044503	6183 Apache Blvd, Scottsdale, AZ, 85285	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20423	PRV	Maria W Mendez	1940-06-16	UHC-87975-31	7629783398	2907 Cedar Ln, Orlando, FL, 32848	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more

815 rows, page 9 of 17Previous Next