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

All sources, 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-22335	PRV	Kathleen Powell	1958-08-22	—	3483706554	930 Forest Ave, San Diego, CA, 92199	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431907	CLM	Melissa B Hudson	2007-09-06	—	5138367797	1746 Grand Ave, Gilbert, AZ, 85210	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136897	ENR	Virginia Scott	2005-05-02	UHC-38514-70	9472393656	9105 Hillcrest Rd, Seattle, WA, 98194	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135435	ENR	Edward Y Price	1962-04-01	UHC-03850-62	—	5897 Elm St, Seattle, WA, 98155	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416915	CLM	Joe Harvey	1996-02-27	UHC-44826-03	5083898079	8728 Indian School Rd, Columbus, OH, 43296	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429418	CLM	Diana J Clark	1992-05-04	UHC-38721-43	9195697883	8490 Lincoln Way, Las Vegas, NV, 89114	0.62	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-100438	ENR	Christtine V Salazar	1973-11-05	UHC-75118-47	9447804785	7127 Sunset Blvd, Plano, TX, 75020	0.62	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+3 more
CLM-429880	CLM	Juile Pena	1994-12-14	UHC-64751-19	8296431839	9289 Ridge Rd, Atlanta, GA, 30309	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411756	CLM	Sofia Weaaver	1968-01-17	UHC-57114-29	9573490682	8340 Spring St, Glendale, AZ, 85310	0.62	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+3 more
ENR-110747	ENR	Amy Freeman	1944-10-01	—	4677603920	2009 Elm St, Mesa, AZ, 85237	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419566	CLM	Gerald Willis	1957-08-12	UHC-23329-03	—	7465 Church St, Houston, TX, 77008	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-120733	ENR	Aisha F Gordon	1975-06-12	UHC-01782-66	5228365004	1950 Canyon Rd, Chandler, AZ, 85283	0.62	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
PRV-25835	PRV	Sharon Weber	2006-09-08	UHC-02965-50	4403387593	6745 Apache Blvd, San Diego, CA, 92173	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25834	PRV	Sharon Weber	2006-09-08	UHC-02965-50	4403387593	6745 Apache Blvd, San Diego, CA, 92173	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142257	ENR	Logan M Morrison	1992-11-08	UHC-83355-82	8263121989	7541 Canyon Rd, Phoenix, AZ, 85043	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-115945	ENR	Austin Menoza	1981-06-10	UHC-84847-46	7504889876	7071 Indian School Rd, Fresno, CA, 93734	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425369	CLM	Juan Graham	1937-06-16	—	8819876906	4334 Harbor Blvd, Fresno, CA, 93733	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57325	TPA	Dylan Carroll	1991-03-20	—	—	4376 Central Ave, Phoenix, AZ, 85032	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-27793	PRV	Jennifer Murray	1949-07-08	—	3808337421	4105 Apache Blvd, Gilbert, AZ, 85268	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61761	TPA	Charlotte Rogers	1996-03-20	—	9723574202	7069 Cedar Ln, Houston, TX, 77038	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-424192	CLM	Rebecca T Aguilar	1952-05-09	—	7694767515	8664 Cedar Ln, Seattle, WA, 98167	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102940	ENR	Julie Fernandez	1978-03-03	UHC-84577-80	—	1216 Desert Sky Blvd, Atlanta, GA, 30382	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
ENR-107760	ENR	Valentina Owens	1978-09-17	UHC-20864-67	5964934896	3667 Desert Sky Blvd, Mesa, AZ, 85291	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-61988	TPA	Nathan Lawrence	1955-07-04	—	5932962649	6668 Park Pl, Eden Prairie, MN, 55393	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100469	ENR	Angela A Wheeler	1952-05-13	UHC-42376-23	9164665774	8966 Elm St, Phoenix, AZ, 85097	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132980	ENR	Teresa Allen	1973-07-23	UHC-50538-21	2094960000	2116 Park Pl, Dallas, TX, 75253	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101073	ENR	Emliy U Perkins	2001-10-04	UHC-00203-22	5904764785	1327 Cedar Ln, Fresno, CA, 93715	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-29109	PRV	Yuik L Peters	1993-07-02	—	4433791540	7982 River Rd, Atlanta, GA, 30354	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135185	ENR	Rebecca Castillo	1951-09-27	UHC-84696-29	3837443559	5565 Grand Ave, Los Angeles, CA, 90011	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-427624	CLM	Amber Lee	2004-04-08	UHC-32742-91	5362651559	5091 Church St, Sacramento, CA, 95883	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-107310	ENR	Christine T Ward	1999-12-10	UHC-46328-06	4475706677	1291 Lincoln Way, Mesa, AZ, 85216	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-431309	CLM	Keith Herrera	1976-08-18	—	5636249105	740 Broadway, Los Angeles, CA, 90052	0.64	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-111461	ENR	Lori S Butler	1981-02-20	UHC-75436-96	4306655702	405 Indian School Rd, Nashville, TN, 37270	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103324	ENR	Patricia E Graham	1970-10-08	UHC-52002-05	—	948 Indian School Rd, Tampa, FL, 33656	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-416096	CLM	Sandra Mason	1954-04-28	—	3903756414	862 Maple Ave, Mesa, AZ, 85255	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105206	ENR	Virginia G Cook	2007-06-17	UHC-55267-90	3443404000	9174 Forest Ave, Plano, TX, 75020	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-138689	ENR	Raymond Duncan	1953-03-16	UHC-08532-14	9489798479	7105 Park Pl, Orlando, FL, 32833	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-140447	ENR	Linda D Carpenter	1940-10-18	UHC-03197-05	2405136107	9397 Grand Ave, Phoenix, AZ, 85076	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415763	CLM	Katherie Le	2004-05-21	UHC-75014-19	6554576850	9865 Market St, Tempe, AZ, 85224	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139112	ENR	Kelly T Rivera	1941-09-27	UHC-23051-08	3554954254	7314 Baseline Rd, Phoenix, AZ, 85041	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58424	TPA	Nicole Peterson	1940-03-25	—	—	4591 Jefferson Ave, Phoenix, AZ, 85095	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-50649	TPA	Andrea Castillo	1957-07-14	UHC-62841-33	3714643811	2250 Desert Sky Blvd, Mesa, AZ, 85259	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-424474	CLM	Judith C Ramirez	1983-10-07	UHC-46061-12	6095396518	1586 Bayshore Dr, San Antonio, TX, 78206	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-20781	PRV	Sanrda K Wallace	1943-05-15	—	6383857939	9327 Lincoln Way, Mesa, AZ, 85228	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-401121	CLM	Aisha Campbell	1985-09-27	—	9242636524	7867 Grand Ave, Minneapolis, MN, 55455	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426424	CLM	Beverly Reed	—	UHC-18578-72	—	5652 Desert Sky Blvd, Tampa, FL, 33624	0.64	Name re-cased Date of birth reformatted Date of birth unreadable ZIP+4 trimmed+2 more
TPA-52760	TPA	Jessica Mendez	1958-11-24	—	—	1455 Meadow Ln, Phoenix, AZ, 85016	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-117238	ENR	Tyler U Campbell	1970-04-02	UHC-99970-10	—	438 Meadow Ln, Las Vegas, NV, 89153	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-425724	CLM	Kimberly Valdze	1978-01-20	UHC-36608-20	2122663269	5702 Mesa Dr, Sacramento, CA, 95865	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-123758	ENR	Zachary Maldonado	1987-02-22	UHC-14103-56	—	3999 Union St, Houston, TX, 77083	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

8,263 rows, page 77 of 166Previous Next