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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134829	ENR	Masun X Palmmer	2005-01-19	UHC-10433-05	3714733434	334 Lincoln Way, Atlanta, GA, 30351	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-113011	ENR	Dine Johnson	1961-12-02	UHC-39148-39	2468226657	2253 Broadway, Tucson, AZ, 85745	0.66	Name re-cased Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-108992	ENR	Victoria Kelley	1970-01-05	UHC-40929-68	2525909094	7982 Palm Dr, Houston, TX, 77008	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-124876	ENR	Anthony F Fernandez	1950-07-04	UHC-52235-73	7575491957	899 River Rd, Jacksonville, FL, 32254	0.66	Two-digit birth year Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-140249	ENR	Jonathan Santos	1953-10-16	UHC-39949-87	—	7007 Indian School Rd, San Diego, CA, 92167	0.66	Member ID reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-121652	ENR	Fatima T Wilson	1955-05-22	UHC-30785-80	4022308476	2962 River Rd, Tucson, AZ, 85783	0.66	Name re-cased City re-cased State name converted to code Email lower-cased+1 more
ENR-141578	ENR	Frances Yang	1968-08-14	UHC-53107-97	3795253532	9875 Park Pl # 366, Miami, FL, 33154	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-142707	ENR	Donald Wallace	1966-05-22	UHC-15888-67	2143853591	3382 Main St, Austin, TX, 78763	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-107452	ENR	Sharon Lynch	1977-12-04	UHC-62183-25	4857003847	8452 Desert Sky Blvd, Miami, FL, 33157	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-125595	ENR	Yuki Harvey	1997-05-09	UHC-16316-39	2508728767	2071 Mesa Dr, Tampa, FL, 33619	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-125556	ENR	Tyler Peters	1952-03-28	UHC-74941-59	5422917324	3062 Main St, Fresno, CA, 93743	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-108863	ENR	Robert H Murphy	1999-04-24	UHC-28931-58	4718085102	7979 Apache Blvd, Charlotte, NC, 28258	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-123810	ENR	Arthur Oliver	1995-04-22	UHC-95097-30	5062102612	8600 Union St, Houston, TX, 77051	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139077	ENR	Paul C Williiams	1960-07-19	UHC-92291-18	—	5880 Forest Ave, Fresno, CA	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-114675	ENR	Kelly Smith	1992-03-27	UHC-61111-64	7669133363	3349 Sage Ct, Orlando, FL, 32889	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-135615	ENR	Santiago K James	1987-01-01	UHC-85908-77	2277937880	5581 Sunset Blvd, Minneapolis, MN, 55473	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-132017	ENR	Carol Peterson	1988-03-27	UHC-20697-04	9047784461	7116 Central Ave, Columbus, OH, 43230	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-108260	ENR	Philip Z Barry	1944-09-03	UHC-06254-11	3583435972	1544 Pine Dr, Sacramento, CA, 95812	0.66	City re-cased State name converted to code Email lower-cased Gender normalised+1 more
ENR-117038	ENR	Amy Robinson	1967-09-23	UHC-32707-46	8938407867	3052 Union St, Houston, TX, 77003	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-105518	ENR	Brian L Andrews	1960-12-05	—	4946002511	8947 Forest Ave, Sacramento, CA, 95813	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136448	ENR	Laura Meyer	1939-01-25	UHC-68984-17	7593630673	4994 Sage Ct, San Antonio, TX, 78235	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-103953	ENR	Wayne Jones	1975-01-24	UHC-18856-20	5299975980	408 Canyon Rd, Jacksonville, FL, 32204	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-138095	ENR	James Soto	2006-12-21	—	4934833194	8968 Maple Ave Apt 22, San Diego, CA, 92142	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-109618	ENR	Joshua C Nelson	1975-02-24	UHC-27770-85	—	1628 Camelback Rd, Denver, CO, 80238	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-123720	ENR	David E Lewis	2006-06-05	UHC-84403-72	2882264879	8861 Mesa Dr, Los Angeles, CA, 90094	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-133749	ENR	Deborah T Thomas	2006-10-03	UHC-85752-93	7624478605	258 Canyon Rd, Tampa, FL, 33605	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117057	ENR	Sean X Hulmes	2003-08-13	UHC-34874-09	3073845941	7645 Apache Blvd, Dallas, TX, 75210	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-102083	ENR	Richard U Jacobs	1952-02-16	UHC-49714-07	7556896568	7748 Washington St, Tempe, AZ, 85284	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115785	ENR	Angela A Greene	1952-05-01	UHC-77777-60	—	3078 Sage Ct, San Antonio, TX, 78265	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-134014	ENR	Beverly Wheeler	1947-10-05	UHC-77445-20	9437954809	7151 Central Ave, San Diego, CA, 92180	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-131522	ENR	Mark Espinoza	1949-06-23	UHC-64946-78	6428688761	4753 Willow Ct, Fresno, CA	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-134706	ENR	Isabella Davis	1970-12-07	UHC-58116-53	—	1670 Sunset Blvd, Charlotte, NC, 28253	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-132294	ENR	Daniel Garcia	1976-12-04	UHC-29220-65	—	645 Union St, Orlando, FL, 32805	0.66	State name converted to code ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
ENR-103711	ENR	Heather Lawrance	1964-05-06	UHC-82881-79	8904479951	1794 Elm St # 908, Glendale, AZ, 85376	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-120952	ENR	Timothy A Robertson	1952-01-06	UHC-04478-97	4249515029	2331 Valley View Dr, Orlando, FL, 32820	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-112381	ENR	Olivia K Gibson	1956-06-01	UHC-86207-11	3217201855	8942 Harbor Blvd Apt 37, Chandler, AZ, 85206	0.66	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
ENR-138398	ENR	Philip T Wheeler	1945-06-14	UHC-39692-40	4937138697	4805 Union St, Eden Prairie, MN, 55318	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-127114	ENR	Alexis R Gilbert	1999-09-26	UHC-90693-78	9575972892	103 Park Pl, Nashville, TN, 37265	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-140257	ENR	Carl A Rios	1990-02-14	UHC-55056-63	3394001200	2851 Lake View Rd, Atlanta, GA, 30384	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-111500	ENR	Charles Vaasquez	2001-09-27	UHC-58751-03	5656372044	8648 Union St, San Antonio, TX, 78232	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-114826	ENR	Larry Kelley	1964-05-13	UHC-62577-77	6129031500	4386 Church St, Austin, TX, 78744	0.66	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
ENR-129946	ENR	Julia R Sanchez	1980-10-05	UHC-69601-57	4825955888	4300 Willow Ct, Jacksonville, FL, 32248	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-118539	ENR	Kathy S Morris	1962-10-27	UHC-93103-06	7348017940	3402 Highland Ave, Dallas, TX, 75236	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-117911	ENR	Walter C Scott	1973-07-11	UHC-43191-42	9597036053	6354 Canyon Rd, Las Vegas, NV, 89166	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-131736	ENR	Jordan Riios	2000-12-20	UHC-05278-37	9248541878	4186 Market St, Phoenix, AZ, 85009	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-137062	ENR	Diana Valdez	1963-09-17	UHC-50202-93	6528315915	3165 Lake View Rd, Tampa, FL, 33603	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113311	ENR	Peter F Brooks	1996-05-06	UHC-55560-09	8859686224	388 Highland Ave # 113, Sacramento, CA, 95832	0.66	Phone reformatted Member ID reformatted Unit split from street State name converted to code+1 more
ENR-141273	ENR	Wayne Y Lopez	2001-12-26	UHC-76174-84	6396090321	8070 Highland Ave # 736, Dallas, TX, 75296	0.66	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-133320	ENR	Laura Y Armstrong	1994-06-10	UHC-22568-88	3154230269	6025 Highland Ave, Atlanta, GA, 30304	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112296	ENR	Natalie Scott	1966-07-16	UHC-69940-94	9846856572	1374 Market St, Chandler, AZ, 85219	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more

4,296 rows, page 55 of 86Previous Next