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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139922	ENR	Vincent Meyer	1984-12-22	UHC-47578-50	3678386470	237 Sage Ct, Plano, TX, 75014	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133742	ENR	Lisa F Rammos	1980-10-02	UHC-19952-91	4142548476	9851 Apache Blvd, Tampa, FL, 33680	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130168	ENR	Kelly P Dean	2005-01-07	UHC-91996-71	9497686644	8887 Market St, Fresno, CA, 93794	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-115122	ENR	Teresa Lewis	2000-06-26	UHC-48359-03	7245321142	7045 Meadow Ln, Dallas, TX, 75282	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118226	ENR	Scott Z Richards	1991-01-23	UHC-45156-18	8747946288	4546 Oak St, Nashville, TN, 37202	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136941	ENR	Dylaan U King	1938-09-20	UHC-53344-87	4276498907	2534 Market St, Columbus, OH, 43275	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-111668	ENR	Dorothy U Turner	1977-09-01	UHC-22932-26	9079898363	7948 Sunset Blvd, Los Angeles, CA, 90059	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132004	ENR	Donald Gray	1950-08-23	UHC-42611-30	3386577713	1411 Mountain View Dr, Glendale, AZ, 85384	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123759	ENR	Amy M Hart	1973-11-08	UHC-53824-38	—	3562 Mountain View Dr, Houston, TX, 77092	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100722	ENR	Arjun F Ellis	1992-08-11	UHC-70282-36	—	4288 Main St, Denver, CO, 80201	0.74	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-139486	ENR	Natalie O Roberts	1974-11-07	UHC-16923-99	5052145273	755 Bayshore Dr, Sacramento, CA	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-102166	ENR	Douglas Myers	1966-09-14	UHC-94916-06	9527471969	3251 Pine Dr, Columbus, OH, 43229	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104906	ENR	Mei Z Hansen	1974-12-15	UHC-60681-93	8644810979	4449 Indian School Rd, Seattle, WA, 98145	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117817	ENR	Cralos Le	1944-10-15	UHC-07359-80	5644707042	7655 Lake View Rd, Charlotte, NC, 28252	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105489	ENR	Jonathan E Richards	1986-09-07	UHC-51651-96	6914342207	4292 Camelback Rd, Charlotte, NC, 28231	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128448	ENR	Kenneth Gordon	1988-08-27	UHC-87982-02	3697759207	9879 Union St, Atlanta, GA, 30361	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131531	ENR	Beverly O Chavez	1961-04-02	UHC-99149-25	4809535522	6863 Palm Dr, Plano, TX, 75022	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-106738	ENR	Amanda G Santos	1964-09-21	UHC-87211-30	9527098351	9278 Camelback Rd, Austin, TX, 78724	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111765	ENR	Stephanie L Nunez	1990-07-27	UHC-67933-56	2958829860	6072 Elm St, Glendale, AZ, 85347	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-109313	ENR	Jacqueline H Powell	1951-10-10	UHC-16538-48	8682768132	7462 Palm Dr, Las Vegas, NV, 89115	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-120416	ENR	Arthur A White	1988-04-07	UHC-10188-33	—	2059 Main St, Austin, TX, 78772	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135824	ENR	Kelly O Tucker	1999-01-03	UHC-00488-72	4184230530	4186 Central Ave, Chandler, AZ, 85219	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103000	ENR	Tom Obrien	1989-03-17	UHC-36282-16	7878162910	7540 Forest Ave, Seattle, WA, 98161	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109032	ENR	Emily X Greene	1972-11-07	UHC-54979-01	2975559707	4133 Willow Ct, Chandler, AZ, 85286	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107924	ENR	Marilyn Alexander	1940-02-06	UHC-20423-25	7946354986	9678 Indian School Rd, Atlanta, GA, 30397	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138878	ENR	Christopher W Brown	1999-03-11	UHC-50638-68	4246296015	9888 Lake View Rd, Los Angeles, CA, 90034	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100761	ENR	Mateo B Espinoza	1979-03-21	UHC-22304-73	7177346822	2755 Central Ave, Austin, TX, 78798	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-102946	ENR	Abby Snyder	1997-05-24	UHC-30299-02	8204382498	6519 Oak St, Miami, FL, 33171	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131142	ENR	Natalie Crawford	1943-07-06	UHC-94219-79	8056690292	6101 Forest Ave, Miami, FL, 33144	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110413	ENR	Jason Fisher	1943-08-05	UHC-51837-41	8717064323	1012 Camelback Rd, Austin, TX, 78793	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134971	ENR	Carlos V Greene	1990-12-22	UHC-01781-13	7097750003	8753 Highland Ave, Atlanta, GA, 30307	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124690	ENR	Cheryl Silva	1960-05-07	UHC-61430-78	3079752556	7117 Central Ave, Gilbert, AZ, 85287	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-106791	ENR	Anna G Luna	1999-08-19	UHC-37551-29	—	5012 Oak St, Jacksonville, FL, 32213	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133471	ENR	Timothy Hicks	1942-12-19	UHC-95337-33	5286479517	4810 Church St, Scottsdale, AZ, 85295	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125159	ENR	Stephanie S Mendez	1999-03-08	UHC-97306-21	8563971851	1212 Hillcrest Rd, San Diego, CA, 92151	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100067	ENR	Samantha G Young	1990-04-28	UHC-43942-38	3607451738	5157 Harbor Blvd, San Antonio, TX, 78231	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102438	ENR	Adam Wong	1985-03-12	UHC-95552-17	6787956709	9226 Apache Blvd, Orlando, FL, 32836	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-108011	ENR	Philip P White	1962-09-19	UHC-62738-03	7557676011	9889 Canyon Rd, Chandler, AZ, 85247	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113550	ENR	Jean Riz	1965-01-26	UHC-66649-40	7607617215	6029 Sunset Blvd, San Diego, CA, 92175	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100821	ENR	Samuel J Hoffman	1995-05-28	UHC-48552-81	5705267242	8568 Elm St, Las Vegas, NV, 89159	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106239	ENR	Janet L Brooks	1987-05-01	UHC-16186-03	6984443976	3317 River Rd, Austin, TX, 78749	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-125173	ENR	Jduy Marquez	2005-07-06	UHC-68246-94	6646744729	2121 Canyon Rd, Austin, TX, 78798	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129601	ENR	Mateo Hunter	1996-02-07	UHC-25062-14	2322488301	836 Broadway, Los Angeles, CA, 90001	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-130586	ENR	Hiroshi A Greene	1999-03-25	UHC-44535-99	7598521273	2623 Maple Ave, Las Vegas, NV, 89176	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-142779	ENR	Alan Rivera	1953-02-27	UHC-77301-66	7012349690	838 Highland Ave, Eden Prairie, MN, 55311	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-129587	ENR	Bradley Z Torres	1969-02-06	UHC-41314-35	5477534269	9217 Park Pl, Tempe, AZ, 85236	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123876	ENR	Rob Mendez	1966-03-15	UHC-01213-61	7077265275	1095 Forest Ave, Phoenix, AZ, 85072	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111300	ENR	Janet V Carroll	1980-01-11	UHC-53874-23	—	4277 Elm St, Tucson, AZ, 85746	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122113	ENR	Marc O Henderson	2007-05-21	UHC-55117-49	4467541622	2333 Baseline Rd, Tampa, FL, 33664	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140709	ENR	Lori Z Medina	1976-08-11	UHC-96205-84	4032000790	1249 Elm St, Mesa, AZ, 85228	0.74	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more

16,916 rows, page 148 of 339Previous Next