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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112429	ENR	Sara B Ramos	1998-09-02	UHC-90845-02	6568151176	4731 Sage Ct, San Diego, CA, 92168	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116637	ENR	Sharon Jordan	1940-10-09	UHC-95905-11	4188870161	9743 Ridge Rd, Jacksonville, FL, 32207	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112706	ENR	Elijah Owens	—	UHC-32230-66	6147492074	428 Church St, Scottsdale, AZ, 85276	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-112679	ENR	Virginia T Rice	—	UHC-60262-09	5794576783	6678 Lincoln Way, Fresno, CA, 93726	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-134734	ENR	Bryan Matthews	1988-07-28	UHC-23750-61	—	8907 Harbor Blvd, Plano, TX, 75085	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-121735	ENR	Valentina Cooper	1984-09-18	UHC-46542-88	2965939912	1898 Elm St, Mesa, AZ	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-139266	ENR	Danielle K Weaver	—	UHC-98676-06	6926129401	724 Palm Dr, Atlanta, GA	0.50	Name re-cased Date of birth missing City re-cased ZIP missing+3 more
ENR-114388	ENR	Hiroshi B Harrison	1948-04-27	UHC-09174-09	5389243959	1277 Spring St, Fresno, CA, 93797	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-114040	ENR	Brandon Q Armstrong	1959-11-13	UHC-84467-90	—	2641 Apache Blvd # 334, Denver, CO, 80281	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-115513	ENR	Jeffrey Vazquez	2007-06-12	UHC-94739-65	5369495497	2458 Lincoln Way Apt 23, Houston, TX, 77061	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-127876	ENR	Amber G Moreno	—	UHC-25618-80	3094850791	4874 Camelback Rd, Atlanta, GA, 30317	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-101385	ENR	Anthony Sanchez	1983-04-09	UHC-43379-66	8755378938	8793 River Rd, Chandler, AZ, 85294	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124775	ENR	Ahmed Kim	2004-08-23	—	7537218219	4911 Forest Ave # 468, Nashville, TN, 37298	0.50	Name re-cased Phone reformatted Unit split from street State name converted to code+3 more
ENR-131939	ENR	Julia Maldonado	1985-02-06	UHC-81622-15	—	2094 Bayshore Dr, Nashville, TN, 37212	0.50	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
ENR-137332	ENR	Martha Henderson	1970-11-08	UHC-50518-63	2108341055	4102 Forest Ave, Chandler, AZ	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-139174	ENR	Luis Y Stevens	2002-07-18	UHC-41015-83	—	7599 Grand Ave, Sacramento, CA, 95850	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117590	ENR	Evelyn Y Reyes	1999-09-05	UHC-54787-27	6927560326	48 Mountain View Dr, Los Angeles, CA, 90035	0.50	Middle initial moved out of first name Name re-cased Date of birth reformatted SSN last four extracted+3 more
ENR-137045	ENR	Alice Cruz	1939-01-08	UHC-28830-68	4732383423	4350 Meadow Ln, Houston, TX, 77029	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129239	ENR	John F Espinoza	1999-03-28	UHC-35989-44	9273232632	2404 Elm St, Denver, CO, 80280	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-111958	ENR	Larry V Smith	1953-11-11	UHC-68077-82	6647007187	1043 Park Pl Apt 30, Las Vegas, NV, 89107	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-108201	ENR	Mariana B Luna	1950-08-20	UHC-89166-28	—	8589 Sage Ct Apt 14, Austin, TX, 78723	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-113228	ENR	Amber Hamilton	1974-09-16	UHC-67162-01	8722277065	6618 Maple Ave, San Diego, CA, 92172	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104355	ENR	Shirley M Hanson	2007-03-04	—	9573103311	1453 Camelback Rd, Tucson, AZ, 85781	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119348	ENR	Mason U Pierce	1970-10-14	UHC-14486-45	7584183726	5979 Maple Ave, San Antonio, TX, 78271	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100773	ENR	Don H Morris	1942-04-15	UHC-50338-69	—	8022 Elm St, San Antonio, TX	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-134303	ENR	Abigaail Nguyen	1983-08-14	UHC-73153-32	8667394037	293 Harbor Blvd, Phoenix, AZ, 85090	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139195	ENR	Edward E Davis	1969-12-02	UHC-71730-05	2215709716	3287 River Rd # 623, Sacramento, CA	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-105665	ENR	George V Crewford	1976-11-08	UHC-99216-35	7729035825	5515 Park Pl Apt 30, Los Angeles, CA, 90050	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-130309	ENR	Carolyn Butler	1996-09-24	UHC-60274-91	3125361293	116 Meadow Ln Apt 3, Denver, CO, 80250	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-108973	ENR	Joe J Hart	1969-06-25	UHC-94161-65	7048806885	3185 Pine Dr # 174, Jacksonville, FL, 32299	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-126228	ENR	Cynthia Jimenez	1989-07-14	UHC-68580-40	9785684151	7864 Market St, Columbus, OH	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-137913	ENR	Kimberly T Bell	2003-09-01	UHC-86763-22	5979033704	3424 Central Ave # 416, Tempe, AZ, 85277	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-106775	ENR	Lina R Elliott	—	UHC-90738-32	5577741928	6169 Lake View Rd, Atlanta, GA, 30323	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-116989	ENR	Nicholas Price	1942-09-03	UHC-89676-44	—	4129 Maple Ave, Fresno, CA, 93785	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-101568	ENR	Ethan Maldonado	1970-10-25	UHC-81823-63	5677378172	2378 Sunset Blvd, Phoenix, AZ, 85028	0.50	Name re-cased Phone reformatted SSN last four extracted State name converted to code+3 more
ENR-134319	ENR	Barbara Richards	1996-08-19	UHC-03646-01	2549037805	8224 Grand Ave, Tampa, FL	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-104543	ENR	Betty Alvarez	1972-04-14	UHC-47990-27	—	5477 Mountain View Dr, Scottsdale, AZ, 85223	0.50	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
ENR-132050	ENR	Kenneth Reynolds	1948-05-04	UHC-87659-01	6783598088	1528 Jefferson Ave Apt 14, Gilbert, AZ, 85211	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-105859	ENR	Anna Z Reyes	—	UHC-62772-75	9174886248	273 Highland Ave, Austin, TX, 78775	0.50	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-111855	ENR	Ruth Lewis	1970-09-20	UHC-46141-66	7488133012	4673 Market St, Sacramento, CA, 95801	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-120826	ENR	Keith White	1950-05-09	UHC-00331-85	5229317985	5603 Jefferson Ave, Denver, CO, 80215	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-136006	ENR	Sharon Williamson	—	UHC-81879-83	5442846180	938 Camelback Rd, Eden Prairie, MN, 55304	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-141005	ENR	Bruce T Garrett	1962-07-12	UHC-64079-01	8223304412	383 Central Ave, Miami, FL, 33114	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-141052	ENR	Thomas M Luna	1997-10-20	UHC-95083-87	8886275690	4011 Main St # 201, Orlando, FL, 32803	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-108646	ENR	Emma X Meyer	1997-06-18	UHC-13185-09	2227302295	5206 Sunset Blvd, Columbus, OH, 43225	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120735	ENR	Ronald Li	2005-05-05	UHC-48215-18	3247442986	7592 Canyon Rd, Chandler, AZ, 85209	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-102212	ENR	Kylle Q Wang	1939-09-22	UHC-43409-27	2606172007	5461 Indian School Rd, Fresno, CA, 93741	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138726	ENR	Julia B Lucas	1981-07-20	UHC-72844-78	3215592607	504 Sunset Blvd, Minneapolis, MN, 55447	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100558	ENR	Terry I Martinez	1970-10-08	UHC-27731-53	6723861608	5456 Park Pl, San Antonio, TX, 78251	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-117769	ENR	Sephen N Miller	1973-09-12	UHC-27582-63	3896210901	800 Central Ave, Sacramento, CA, 95811	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

17,310 rows, page 27 of 347Previous Next