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

Enrollment, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120214	ENR	Sofia I Lopez	1997-04-09	UHC-91834-08	6672772546	5094 Mesa Dr # 325, Gilbert, AZ, 85254	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-137260	ENR	Jeremy Green	1999-09-19	UHC-75643-38	2804977407	638 Meadow Ln, Gilbert, AZ, 85272	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-114570	ENR	Henry Peters	1946-04-15	UHC-24087-69	2908779119	7036 Central Ave, Tempe, AZ, 85230	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-137391	ENR	Heather Evans	1974-02-07	UHC-73056-65	—	2793 Elm St, Atlanta, GA, 30316	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-110423	ENR	Eugene Murphy	1974-03-13	UHC-80044-23	3978661588	3306 Spring St, Nashville, TN	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+3 more
ENR-101862	ENR	Daniel P Lee	1956-02-05	UHC-13842-70	5797499867	8813 Palm Dr, Tempe, AZ, 85224	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106352	ENR	Brown Diana	1946-05-23	UHC-33049-18	5719152190	6494 Central Ave, Houston, TX, 77015	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108199	ENR	Christopher George	1968-08-04	UHC-66684-75	9598481439	6132 Canyon Rd, Phoenix, AZ, 85033	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104021	ENR	Alice U Carroll	1948-06-15	UHC-43843-49	5218900456	6738 Oak St, Mesa, AZ, 85272	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-140901	ENR	Yuki Webb	1948-10-21	UHC-25530-28	5104100495	8823 Washington St, Columbus, OH, 43297	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126141	ENR	Keitth Salazar	2005-05-19	UHC-87404-77	7452698727	1828 Market St, Denver, CO, 80253	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118183	ENR	Ryan Wayne	1988-04-16	UHC-34825-03	6204195305	1114 Sage Ct, Orlando, FL, 32858	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112302	ENR	Mateo F Padilla	1938-04-21	UHC-63917-46	2684978011	8385 Forest Ave, San Diego, CA, 92113	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-105398	ENR	Magaret Vasquez	2004-12-24	UHC-21400-01	9176638232	3239 Pine Dr Apt 35, Denver, CO, 80260	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-104113	ENR	Jesse Willis	1979-10-02	UHC-62058-95	2529526326	3195 Mesa Dr, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141197	ENR	Alice Snyder	1981-06-05	UHC-65139-66	5149107994	9272 Palm Dr, Los Angeles, CA, 90003	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113894	ENR	Randy Daniels	1945-06-11	UHC-90910-84	3882163376	4653 Highland Ave Apt 27, Austin, TX, 78748	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-140064	ENR	Anthony Johnston	2005-11-28	UHC-74682-65	2978502921	713 Mountain View Dr # 110, Fresno, CA, 93719	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-134802	ENR	Kim U Bans	1973-08-14	UHC-47323-56	2288029057	1608 Pine Dr # 286, Miami, FL, 33145	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-140557	ENR	Austin Espinoza	2003-02-23	UHC-00961-08	3133468698	2063 Valley View Dr, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112329	ENR	Ralph R Simmons	1962-05-14	UHC-34659-40	5336064870	6693 Washington St, San Diego, CA, 92176	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-117750	ENR	Ethan S Hernandez	1990-10-24	UHC-16392-66	6976975727	2044 Park Pl, Columbus, OH, 43227	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-118906	ENR	Brian Lynch	1980-12-15	UHC-40970-34	7929380882	2551 Apache Blvd, Seattle, WA, 98112	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105222	ENR	Danielle Kim	1952-07-11	UHC-79152-15	4304538765	2296 Mountain View Dr, Tampa, FL, 33624	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114546	ENR	Betty Q Bryant	1979-03-10	UHC-90755-54	3388271251	6889 Desert Sky Blvd, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123790	ENR	Priya F Alvarado	1981-02-27	UHC-65556-89	5397289726	1111 Ridge Rd, Scottsdale, AZ, 85253	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-101751	ENR	Scott Reynolds	1944-05-06	UHC-58037-43	8183340725	9018 Harbor Blvd, Jacksonville, FL, 32281	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113283	ENR	Julie H Sims	1980-02-25	UHC-52677-23	5126944707	4819 Valley View Dr, San Antonio, TX, 78220	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100990	ENR	Jennifer X Lawrence	1968-04-21	UHC-70242-30	9616050263	4321 Market St, Houston, TX, 77020	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137874	ENR	Judith Carlson	1962-08-13	UHC-82292-64	6369555002	9441 Canyon Rd, San Diego, CA, 92110	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100567	ENR	Janet Robinson	1949-05-14	UHC-84144-35	5108846379	4133 Spring St, Tampa, FL, 33628	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103390	ENR	Anthony J Hoffman	1978-01-02	UHC-25832-74	5863016837	7546 Main St, Mesa, AZ, 85263	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130096	ENR	Denise Williams	—	UHC-56251-29	7334825862	7599 Ridge Rd, San Antonio, TX, 78294	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-102913	ENR	Mason T Schultz	1998-04-10	UHC-99478-24	—	9216 River Rd, Minneapolis, MN, 55455	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-131525	ENR	Philip D Guzamn	1996-01-05	UHC-22868-86	7795373319	8571 Main St, Orlando, FL, 32886	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135422	ENR	John Hanson	1978-09-09	UHC-61409-68	2874576932	9040 Park Pl, Glendale, AZ, 85387	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117312	ENR	Adam Barnas	1965-05-27	UHC-10639-98	8068925862	2819 Central Ave, San Antonio, TX, 78212	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102576	ENR	Patricia W Knight	2007-09-18	UHC-45826-06	7767906650	3958 River Rd, Chandler, AZ, 85217	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118543	ENR	Heather Soto	2005-05-04	UHC-19577-93	7563578272	4206 Harbor Blvd # 516, Las Vegas, NV, 89149	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-103980	ENR	Thomas Y Wang	1962-11-04	UHC-85499-42	7647701898	6672 Park Pl, Columbus, OH, 43271	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123507	ENR	Madison O Stephens	1951-08-04	UHC-13108-98	4823249184	1893 Washington St, Chandler, AZ, 85243	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125170	ENR	Helen Estrada	1944-12-08	UHC-63825-95	2865999236	5639 Spring St Apt 5, Las Vegas, NV, 89134	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-101459	ENR	ZJunk	1972-12-06	UHC-93980-84	7722041842	3196 River Rd, Denver, CO, 80244	0.62	Date of birth reformatted Phone reformatted City re-cased Gender normalised+3 more
ENR-142123	ENR	Jacob Garcia	1988-02-20	UHC-83504-38	3356271115	4780 Meadow Ln, Seattle, WA, 98126	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130193	ENR	—Junk	2004-06-17	UHC-98575-87	4723074932	7028 River Rd, Sacramento, CA, 95826	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105086	ENR	Harold Y Ferguson	1985-10-17	UHC-92927-54	8982565027	6837 Jefferson Ave, Denver, CO, 80218	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113136	ENR	Lawrence Jackkson	1941-01-05	UHC-17019-82	6357936197	2392 Lincoln Way, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-127367	ENR	Logan I Ruiz	2006-12-13	UHC-90013-58	4733805948	7672 Main St, Eden Prairie, MN, 55339	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138875	ENR	Arthur W Dean	1960-02-04	UHC-82188-54	2609648921	8700 Ridge Rd, Tucson, AZ, 85792	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119585	ENR	Virginia O Griffin	1959-12-09	UHC-40983-79	3854270634	9324 Oak St, Tempe, AZ, 85244	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

13,989 rows, page 62 of 280Previous Next