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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120945	ENR	Mason Q Gardner	1979-09-22	UHC-51168-25	—	1964 Sunset Blvd, Chandler, AZ, 85267	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-131639	ENR	Margaret J Martinez	1972-10-24	UHC-40216-89	9813330574	21 Meadow Ln, Orlando, FL, 32856	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-104944	ENR	Dorothy Tucker	2001-06-19	UHC-02112-59	5235096849	15 Elm St, Scottsdale, AZ, 85206	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-130099	ENR	Joe Williamson	1977-10-01	UHC-73466-21	2226111932	7460 Palm Dr, Sacramento, CA, 95825	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-113722	ENR	Katherine S Burton	1947-07-15	UHC-48446-12	4453029389	3808 Harbor Blvd, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106705	ENR	Diane Knihgt	—	UHC-54183-65	2424683030	2976 Market St, Tucson, AZ, 85760	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139397	ENR	Long U Sophia	1941-02-07	UHC-32948-05	9332536532	4154 Mesa Dr, Eden Prairie, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129768	ENR	Megan B West	1982-11-03	UHC-48579-46	7294529653	1875 Main St # 628, Eden Prairie, MN, 55368	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-103823	ENR	Ethan Burns	1966-08-07	UHC-71431-29	9453195114	186 Ocean Ave # 583, Austin, TX, 78709	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-128709	ENR	Kevin O Valdez	1944-06-02	UHC-74950-66	—	2357 Mountain View Dr, Jacksonville, FL, 32232	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117382	ENR	Ahmed L Bailey	1948-03-24	UHC-46471-24	5512942581	4850 Apache Blvd, Austin, TX, 78725	0.62	Name re-cased Phone reformatted SSN last four extracted City re-cased+3 more
ENR-106260	ENR	Diane A Butler	1939-10-08	UHC-86242-56	—	2945 Ridge Rd, Los Angeles, CA, 90082	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121196	ENR	Mark Green	1988-03-05	UHC-58036-68	9128510768	464 Ocean Ave, San Diego, CA, 92114	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-111705	ENR	Logan P Santos	1945-08-20	UHC-63237-32	3995722344	431 Palm Dr, Orlando, FL, 32845	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-137751	ENR	Anna Bowman	2007-03-24	UHC-89187-82	5295762468	3232 Spring St Apt 23, Orlando, FL, 32810	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-138132	ENR	Marcus Jacobs	1952-11-09	UHC-18072-93	—	5145 Oak St, Tucson, AZ, 85775	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-140345	ENR	Amanda Guerrero	2007-07-09	UHC-02982-66	4982625552	3110 Jefferson Ave # 184, Denver, CO, 80208	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-114420	ENR	David S Rose	1970-11-27	UHC-95771-06	8742522938	703 Palm Dr, Minneapolis, MN, 55433	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132689	ENR	Aisha Medina	1999-02-06	UHC-78384-87	3888891822	7802 Ocean Ave, San Antonio, TX, 78270	0.62	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+3 more
ENR-122926	ENR	Ahmmed G Howard	1972-06-26	UHC-95529-67	6456337906	8347 Church St, Las Vegas, NV, 89147	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-129951	ENR	Mary Long	1999-04-20	UHC-34570-63	2525528324	6921 Sunset Blvd, Glendale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-118386	ENR	Sara V Simmoons	1954-08-21	UHC-20159-13	5439171418	5499 Grand Ave, Plano, TX, 75073	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-135567	ENR	Gabriel L Gonzalez	1939-10-10	UHC-48725-02	7556039946	2465 Central Ave, Orlando, FL, 32877	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-103266	ENR	Randy C Bennett	1985-10-18	UHC-58759-94	6056643384	161 Union St, Los Angeles, CA, 90040	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106390	ENR	Yuki Nguyen	1955-01-22	UHC-27496-70	8686306366	7942 Maple Ave Apt 23, Austin, TX, 78721	0.62	Phone reformatted Unit split from street City re-cased State code upper-cased+3 more
ENR-117219	ENR	Becky R Fuler	1952-05-22	UHC-12980-59	6103621757	1662 Mesa Dr, Eden Prairie, MN, 55399	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-101447	ENR	Kenneth O Barnes	1959-08-14	UHC-09715-38	3143849043	8399 Sunset Blvd, Columbus, OH, 43268	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-111053	ENR	Nicholas J Obrien	1958-09-02	UHC-77329-14	5115297318	4628 Sunset Blvd, Las Vegas, NV, 89125	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128350	ENR	James M Maldonado	1954-08-19	UHC-48927-65	2759874401	9382 Mountain View Dr, Mesa, AZ, 85272	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-110768	ENR	Robert L Phillips	2006-02-22	UHC-81499-96	2968430674	2396 Valley View Dr, Los Angeles, CA, 90072	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-126369	ENR	Mark Lopez	—	UHC-07607-29	6253005210	7194 Park Pl, Sacramento, CA, 95843	0.62	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-128820	ENR	Noah Z Wright	1960-06-04	UHC-86044-28	7834840937	7972 Hillcrest Rd, Scottsdale, AZ, 85253	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118114	ENR	Sofia B Contreras	1956-07-15	UHC-51828-71	5585442286	2383 Ocean Ave, Phoenix, AZ, 85044	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112581	ENR	Judith Y Hughes	1992-09-24	UHC-29952-06	4702187639	8232 Valley View Dr, Los Angeles, CA, 90085	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131983	ENR	Douglas R Yang	1946-08-25	UHC-55719-11	9728908022	1930 Indian School Rd, Eden Prairie, MN, 55314	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129696	ENR	Alexander I Dunan	1992-07-05	UHC-20026-63	3345692055	5365 River Rd, Seattle, WA, 98154	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132216	ENR	Timothy D Stevens	1945-06-03	UHC-07270-10	9589091213	2482 Oak St, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-139508	ENR	Marcus H Crawford	1960-09-25	UHC-03736-13	7799653280	9138 Sunset Blvd, San Diego, CA, 92154	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-125619	ENR	Philip Gardner	1989-06-23	UHC-10833-92	6436689531	6494 Desert Sky Blvd Apt 14, Phoenix, AZ, 85014	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-137377	ENR	Carol Q Pena	1959-05-16	UHC-65801-28	—	656 Maple Ave, Eden Prairie, MN, 55375	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-125153	ENR	Randy Harrison	2000-01-26	UHC-87479-89	—	7261 Hillcrest Rd, Denver, CO, 80221	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-111401	ENR	Ann Simpson	1961-11-04	UHC-94129-43	8979424861	6392 Ridge Rd, Tampa, FL, 33606	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111173	ENR	Alice Q Salazar	2003-02-23	UHC-78437-15	2086741031	7779 Maple Ave, Mesa, AZ, 85223	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117167	ENR	Barbara Rivera	1996-04-26	UHC-64249-52	—	3211 Main St, Plano, TX, 75077	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-124343	ENR	Kelly W Warren	1998-01-06	UHC-27044-92	8732410158	4879 Harbor Blvd, Minneapolis, MN, 55421	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140958	ENR	Susan S Knight	1999-02-05	UHC-87229-32	6093148800	1461 Mesa Dr, Gilbert, AZ, 85299	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-133055	ENR	Deboraah V Sandoval	1948-06-07	UHC-01958-16	3176322535	7276 Willow Ct, Minneapolis, MN, 55467	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114728	ENR	Dorothy J Spencer	1945-06-17	UHC-83167-50	4587363297	8053 Meadow Ln, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-112524	ENR	Beverly A Torres	1975-04-27	UHC-83323-48	3243824478	279 River Rd, Nashville, TN	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106354	ENR	Julie Z Greene	1949-07-10	UHC-06032-04	6763082283	233 Maple Ave, Eden Prairie, MN, 55376	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more

8,423 rows, page 41 of 169Previous Next