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-139112	ENR	Kelly T Rivera	1941-09-27	UHC-23051-08	3554954254	7314 Baseline Rd, Phoenix, AZ, 85041	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-117238	ENR	Tyler U Campbell	1970-04-02	UHC-99970-10	—	438 Meadow Ln, Las Vegas, NV, 89153	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-123758	ENR	Zachary Maldonado	1987-02-22	UHC-14103-56	—	3999 Union St, Houston, TX, 77083	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-111095	ENR	Wayne C Ward	1966-08-17	UHC-76295-26	6754164628	503 Ridge Rd, San Antonio, TX, 78276	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-127287	ENR	Joe T Medina	1977-02-16	—	4587412569	5333 Lincoln Way, Los Angeles, CA, 90059	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103736	ENR	Bradley Q Hayes	1934-07-10	UHC-38901-87	2463906813	8430 Forest Ave, Las Vegas, NV, 89118	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-142605	ENR	Dennis L Vasquez	1994-10-20	UHC-73619-83	—	1679 Apache Blvd, Las Vegas, NV, 89126	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-138142	ENR	Yuki O Maldonado	1980-05-26	UHC-77154-60	6806785902	647 Church St, Orlando, FL, 32802	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-124963	ENR	Omar G Hunt	1938-05-20	UHC-97434-51	4543629865	9314 Bayshore Dr, Los Angeles, CA, 90085	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127486	ENR	Michelle Carpenter	1960-07-18	UHC-05548-92	6545111132	8637 Ocean Ave, Chandler, AZ, 85278	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-129838	ENR	Betty Santiago	1938-02-07	UHC-84720-46	9765280152	6786 Elm St, Columbus, OH, 43213	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-132272	ENR	Sarah P Guzman	1958-02-16	UHC-06472-19	5944517613	2816 Sage Ct, San Antonio, TX, 78282	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109657	ENR	Christina Tran	1991-08-21	UHC-49795-43	4045231229	8794 Cedar Ln Apt 32, Fresno, CA, 93777	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-109018	ENR	Harold U Marquez	1956-02-26	UHC-97300-32	6986645508	3616 Apache Blvd, Charlotte, NC, 28207	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-119624	ENR	Jeremy Tukcer	1952-07-17	UHC-74600-73	9885433013	9737 Bayshore Dr, Nashville, TN, 37278	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-137510	ENR	Jack A Warren	1966-02-10	UHC-14785-58	8407697979	7172 Mountain View Dr, Los Angeles, CA, 90037	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128105	ENR	Samantha Ray	1990-09-03	UHC-10409-87	—	464 Jefferson Ave, Denver, CO, 80269	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130453	ENR	Robert Stone	1972-01-08	UHC-11766-70	3274236988	4545 Cedar Ln, Eden Prairie, MN, 55319	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-104136	ENR	Alice Q Ruiz	2004-04-27	UHC-37375-91	7886610687	3880 Grand Ave, Seattle, WA, 98117	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110967	ENR	Chris D Brown	1988-06-21	UHC-92954-99	8566922578	7413 Camelback Rd, Chandler, AZ, 85209	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105705	ENR	Madison Armstrog	1973-10-11	—	9595884632	6205 Grand Ave, Plano, TX, 75071	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-130869	ENR	Ashley Lane	1993-09-20	UHC-54559-03	3656099814	4467 Indian School Rd, Las Vegas, NV, 89116	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-133799	ENR	Carl Robbertson	1976-08-21	UHC-87750-98	2983706148	2673 Valley View Dr, Charlotte, NC, 28266	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122432	ENR	Gabriel R Ruiz	1993-12-09	UHC-87163-08	9222064334	5977 Indian School Rd, Tampa, FL, 33695	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128060	ENR	Linda Howard	—	UHC-68897-62	—	6346 Market St, Tampa, FL, 33614	0.64	Name re-cased Date of birth unreadable State code upper-cased ZIP+4 trimmed+2 more
ENR-114773	ENR	Betty V Wood	1950-04-12	UHC-68387-04	5589806735	7551 Lincoln Way, Seattle, WA, 98176	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-137385	ENR	Mateo Berry	1952-02-23	UHC-83479-46	—	4999 Pine Dr, Sacramento, CA, 95814	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-123684	ENR	Sean Dunn	1948-11-10	UHC-74433-70	5566277090	4739 Pine Dr, Nashville, TN, 37228	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-132006	ENR	Jordan O Henderson	2008-10-28	UHC-78680-14	8735620138	9092 Spring St, San Antonio, TX, 78221	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124602	ENR	Joe W Hicks	1945-02-07	UHC-74258-84	3285159101	5161 Harbor Blvd, San Antonio, TX, 78208	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-116210	ENR	Brcue X Delgado	1955-02-10	UHC-33760-87	7707014702	6913 Willow Ct, Seattle, WA, 98169	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-126053	ENR	Margaret I Gutierrez	1990-06-05	UHC-61468-65	7263586525	6810 Ridge Rd, Fresno, CA, 93792	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134760	ENR	Jordan Walker	1988-02-19	UHC-96381-04	—	3465 Union St, Columbus, OH, 43291	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-142063	ENR	Ethan Lopez	1972-07-10	UHC-92695-79	6246151566	992 Sage Ct, San Diego, CA, 92148	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114782	ENR	Camila F Long	—	UHC-01659-73	6722120176	3550 Apache Blvd, Glendale, AZ, 85354	0.64	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
ENR-103290	ENR	Kathryn V Medina	1976-07-04	—	—	6971 Meadow Ln, Eden Prairie, MN, 55307	0.64	Name re-cased Phone missing area code City re-cased ZIP+4 trimmed+2 more
ENR-128733	ENR	Beverly Z Vasquez	1980-01-13	UHC-14586-30	2784063649	3211 Meadow Ln, Denver, CO, 80216	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-133176	ENR	Adam Day	1954-02-07	UHC-10920-21	4379847404	9143 Jefferson Ave, Sacramento, CA, 95852	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119126	ENR	Janice Fernandez	1999-07-25	UHC-10721-20	4104825248	8891 Ridge Rd, Orlando, FL, 32814	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-129294	ENR	Albert H Gardner	1993-09-01	UHC-51913-36	3099985364	232 Jefferson Ave, Mesa, AZ, 85299	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114982	ENR	Valentina F Perry	1963-03-05	UHC-66900-34	9664407054	7019 Mesa Dr, Orlando, FL, 32882	0.64	Date of birth reformatted Member ID reformatted State code upper-cased ZIP+4 trimmed+2 more
ENR-125555	ENR	Jacob E Jacobs	2002-01-06	UHC-55658-02	2123563818	2374 Jefferson Ave, Columbus, OH, 43296	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-135324	ENR	Mark J Porter	1946-06-24	UHC-03643-62	2296237132	2738 Canyon Rd, Atlanta, GA, 30314	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-135093	ENR	Kimberly Stewart	1998-11-18	UHC-36132-22	5017162596	7738 Harbor Blvd, Denver, CO, 80243	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108442	ENR	Billy L Hunt	1995-07-25	UHC-62397-46	3979939228	2036 Sunset Blvd, Jacksonville, FL, 32248	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104929	ENR	Catherine H Henry	1998-06-20	UHC-75352-66	7022816540	4226 Washington St, Austin, TX, 78727	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-101195	ENR	Alan P Johnston	1988-08-13	UHC-44462-04	2524738587	1486 Central Ave, Seattle, WA, 98192	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130207	ENR	Gary T Torres	2000-04-04	UHC-92111-02	2029224954	2720 Central Ave, Plano, TX, 75017	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-116527	ENR	Gregory Medina	2004-10-07	UHC-24008-95	3777028920	294 Maple Ave, Plano, TX, 75042	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-115849	ENR	Yuki E Hunter	1998-10-08	UHC-43336-98	8896057324	730 Forest Ave, Fresno, CA, 93780	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more

3,951 rows, page 39 of 80Previous Next