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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108040	ENR	Michelle W Nelson	1947-08-08	UHC-68864-27	4894834073	2704 Lincoln Way, Nashville, TN, 37286	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-101210	ENR	Andrew Morgan	1987-12-08	UHC-78457-24	—	9598 Mesa Dr, Fresno, CA, 93762	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-126863	ENR	Geroge Scott	1985-11-20	UHC-33392-01	2944928389	5838 Sunset Blvd, Dallas, TX, 75229	0.66	Member ID reformatted ZIP+4 trimmed Email lower-cased Gender normalised+1 more
ENR-131175	ENR	Justin Ryan	1974-11-04	UHC-83356-98	2153826228	1898 Camelback Rd, Plano, TX, 75018	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-112236	ENR	Jason Wang	1957-03-23	UHC-51944-16	6425930067	8795 Oak St, Tempe, AZ, 85219	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-106382	ENR	Diane Banks	1988-03-16	UHC-73559-24	5945701698	8353 Ocean Ave, Orlando, FL, 32873	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased+1 more
ENR-108400	ENR	Lauren D Fisher	1997-07-20	UHC-67132-83	4735850194	5090 Mountain View Dr # 925, Minneapolis, MN, 55484	0.66	Phone reformatted Unit split from street State code upper-cased ZIP+4 trimmed+1 more
ENR-100028	ENR	Timothy Lane	1980-03-16	UHC-70224-52	3955053334	2915 Mountain View Dr, Miami, FL, 33157	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-103481	ENR	Russell Y Berry	1984-01-22	UHC-79002-63	9888837588	7812 Lincoln Way, Las Vegas, NV, 89130	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-117743	ENR	Fatima A Howard	1996-03-07	UHC-10084-09	5706521809	3345 Sage Ct, Dallas, TX, 75225	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-140250	ENR	Brian Nunez	1967-02-08	UHC-84046-40	3498622844	277 Market St, Columbus, OH, 43253	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-126204	ENR	Brittany Ramirez	2004-01-11	UHC-59030-32	4775698125	1639 Valley View Dr, Houston, TX, 77007	0.66	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-138834	ENR	Janice Hart	1969-07-27	UHC-38705-81	7315697536	5599 Union St, Tucson, AZ, 85749	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-114926	ENR	Emily E Warren	2003-05-23	—	8107369388	5528 Pine Dr, Charlotte, NC, 28236	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-131955	ENR	Angela F Wells	1985-07-25	UHC-29972-07	3067956585	2563 Pine Dr, Fresno, CA, 93715	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-107503	ENR	Dorothy X Stone	2007-02-01	UHC-43891-11	5522082074	1753 Sage Ct, Miami, FL, 33122	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-100001	ENR	Mark B Palmer	2003-04-05	UHC-34757-79	8117668647	6814 Baseline Rd, Dallas, TX, 75240	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-133072	ENR	Mei Evans	1992-07-25	UHC-90914-81	2094818421	7885 Canyon Rd, Dallas, TX, 75202	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-129526	ENR	Steven C Watkins	1956-06-02	UHC-18796-43	5079940693	5142 Broadway, Mesa, AZ, 85224	0.66	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+1 more
ENR-101120	ENR	Joshua N Boyd	1942-10-13	UHC-44465-98	6659110609	7685 Mesa Dr, Jacksonville, FL, 32212	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108737	ENR	Judith K Daniels	1941-03-13	UHC-61314-90	5416562075	862 Sunset Blvd, Phoenix, AZ, 85015	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114025	ENR	Wei Q Carroll	1995-02-10	UHC-10447-38	3265855563	1945 Ocean Ave, Nashville, TN, 37220	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-134796	ENR	Deborah Espinoza	1965-09-22	UHC-30342-49	8779945836	9057 Harbor Blvd, Charlotte, NC, 28280	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125206	ENR	Doris D Munoz	1997-04-16	UHC-02192-57	6333091902	7162 Pine Dr, Phoenix, AZ, 85059	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-137446	ENR	John O Marshall	2000-04-14	UHC-46195-40	3772559193	2707 Grand Ave, Las Vegas, NV, 89170	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-115584	ENR	Berbara I Morrison	1993-09-03	UHC-16387-15	5503909587	3404 Apache Blvd, Austin, TX, 78707	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103908	ENR	Chritsian Powell	1951-10-20	UHC-89584-18	5026916416	5482 Union St, Scottsdale, AZ, 85228	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-128669	ENR	Maria Simpson	2008-12-22	UHC-29411-66	3439494307	2468 Union St, Houston, TX, 77056	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141365	ENR	Valentina T Castillo	1975-01-19	UHC-20623-84	7863464099	2097 Sunset Blvd, San Antonio, TX, 78268	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-135633	ENR	Heather Lawson	1940-09-25	UHC-14515-94	9736265703	5507 Sage Ct, Dallas, TX, 75268	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-142649	ENR	Kelly Gonzalez	1990-11-16	UHC-45875-06	8675531899	6614 Central Ave, Jacksonville, FL, 32238	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-115410	ENR	Gregory T Harper	1950-12-20	UHC-80986-61	5295128998	3135 Willow Ct, Sacramento, CA, 95809	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-136635	ENR	Isabella Q Robertson	1988-01-02	UHC-25638-63	3447784951	4127 Lake View Rd, San Diego, CA, 92199	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-137292	ENR	Christopher P Peryr	1970-09-16	UHC-57512-28	—	3152 Willow Ct, Phoenix, AZ, 85086	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-141451	ENR	Helen Davis	1942-02-26	UHC-25473-05	—	9545 Apache Blvd, Dallas, TX, 75240	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-134557	ENR	Abigail Carr	2000-10-15	UHC-85206-38	—	2810 Baseline Rd, Orlando, FL, 32805	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-134898	ENR	Victoria D Richards	—	UHC-93067-18	8257123118	2180 Central Ave, Plano, TX, 75048	0.66	Name re-cased Date of birth missing Phone reformatted ZIP+4 trimmed+1 more
ENR-128956	ENR	Frances G Hicks	1963-04-27	UHC-99257-33	8352650587	2571 Desert Sky Blvd, Chandler, AZ, 85225	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+1 more
ENR-115861	ENR	Julia W Lewis	1997-03-23	UHC-95120-24	3896493602	2160 Lake View Rd, San Antonio, TX, 78266	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-114014	ENR	Marcus Q Yang	1963-12-06	UHC-97947-47	5212322900	9784 Maple Ave, Tampa, FL, 33684	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-105042	ENR	Keith B Jordan	1963-03-15	UHC-94244-68	4197367580	7093 Apache Blvd, Nashville, TN, 37267	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-123566	ENR	Alan P Hanson	1999-01-27	UHC-37725-42	4389967162	3378 Ridge Rd, Los Angeles, CA, 90009	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-106065	ENR	Donald T Garrett	1949-08-06	UHC-57421-77	3799641549	346 Apache Blvd, Tampa, FL, 33683	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140649	ENR	Aisha E Rogers	1953-12-24	UHC-34354-41	5958883840	6254 Baseline Rd, Tucson, AZ, 85701	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-117777	ENR	Kathryn R Martin	1972-01-24	UHC-50765-80	4135768862	6768 Valley View Dr, Seattle, WA, 98180	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-113799	ENR	Janet Elliott	1976-09-18	UHC-44835-28	3494185569	5041 Mountain View Dr, Gilbert, AZ, 85216	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-103587	ENR	Wei Carlson	1949-12-04	UHC-58954-87	6729008203	3604 Hillcrest Rd, Glendale, AZ, 85302	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-125601	ENR	Joe Bishop	1966-10-26	UHC-58513-77	—	1154 Forest Ave, Eden Prairie, MN, 55387	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-110548	ENR	Bradley Collins	1999-12-03	UHC-31256-02	4216777803	6848 Spring St, San Diego, CA, 92104	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-124603	ENR	Albert H Walsh	1947-03-02	UHC-55801-51	3216485023	3120 Elm St, Chandler, AZ, 85298	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

3,951 rows, page 53 of 80Previous Next