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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-117294	ENR	Susan C Thompson	1978-07-14	UHC-86388-83	5223831255	3690 Cedar Ln, Mesa, AZ, 85291	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127428	ENR	Marilyn L Guerrero	1961-03-04	UHC-39266-24	4427188502	5766 Market St, Fresno, CA	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-122233	ENR	Joe Z Harvey	1996-02-27	UHC-44826-03	5083898079	8728 Indian School Rd Apt 37, Columbus, OH, 43296	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-110747	ENR	Amy Freeman	1944-10-01	—	4677603920	2009 Elm St, Mesa, AZ, 85237	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103206	ENR	Evelyn P Fisher	2005-10-08	UHC-52353-84	—	489 Highland Ave, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108204	ENR	Martha C Rodriguez	1977-06-11	UHC-02773-73	8246313228	5909 Elm St, Denver, CO, 80232	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-137263	ENR	Richard Rice	1977-10-05	UHC-29214-90	5268844805	2371 Mesa Dr, Plano, TX, 75010	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105239	ENR	Alexis Johnson	1972-06-12	UHC-94986-32	5215843430	8738 Ridge Rd, Eden Prairie, MN, 55398	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-101349	ENR	Mateo Mendoza	1960-04-22	UHC-72923-14	9196595706	4100 Main St, Fresno, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115945	ENR	Austin Menoza	1981-06-10	UHC-84847-46	7504889876	7071 Indian School Rd, Fresno, CA, 93734	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125727	ENR	Abigali O Stewart	—	UHC-23233-80	2465601392	4773 Ridge Rd, Austin, TX, 78732	0.62	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+3 more
ENR-111778	ENR	Jsaon Z Cruz	1978-12-25	UHC-52777-98	9426643947	3700 Baseline Rd, Nashville, TN, 37278	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-107387	ENR	Jeremy Gibson	1985-04-20	UHC-48164-51	4723551739	6980 Valley View Dr, Nashville, TN, 37205	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133928	ENR	Stephanie Hayes	1946-07-03	UHC-97533-26	3083783244	2981 Park Pl, Charlotte, NC, 28247	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119857	ENR	James Franklin	1944-05-27	UHC-76216-09	—	4677 Harbor Blvd, Eden Prairie, MN, 55342	0.62	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-125558	ENR	Edward Ward	1954-05-07	UHC-30556-03	2575013625	3932 Canyon Rd Apt 14, Sacramento, CA, 95831	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-129183	ENR	Omar C Obrien	1976-06-22	UHC-15358-31	5864108616	3990 Meadow Ln, Chandler, AZ, 85245	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-135179	ENR	Lori R Guzman	1957-01-14	UHC-40801-21	9249716506	8493 Washington St, San Diego, CA, 92122	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117161	ENR	Sofia A Wong	1978-03-15	UHC-38789-39	4207815854	2750 Spring St, Miami, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106475	ENR	Kathryn Carpenter	1943-01-12	UHC-20206-20	—	9041 Palm Dr, Gilbert, AZ, 85216	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-106996	ENR	Mateo Armstrong	1990-09-02	UHC-08356-33	2332896184	6290 Grand Ave, Columbus, OH, 43257	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-107273	ENR	Cherly N Munoz	1946-05-05	UHC-39247-46	8498714888	5559 Sage Ct, Mesa, AZ, 85276	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-118969	ENR	Philip U Rivera	1993-06-03	UHC-89285-29	7729574457	9740 Sunset Blvd, Charlotte, NC, 28252	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104872	ENR	Elijah Hunt	1948-08-06	UHC-81346-28	5638914106	8491 Union St, Phoenix, AZ, 85058	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119034	ENR	Linda Davis	1986-12-25	UHC-55392-40	5733761695	134 Harbor Blvd, Chandler, AZ, 85238	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122492	ENR	Carolyn G Sanchez	2006-03-21	UHC-29227-75	2173085050	7679 Meadow Ln, Las Vegas, NV, 89145	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123281	ENR	Andrea Y Patel	2008-04-01	UHC-55738-89	5377891810	9262 Hillcrest Rd, Columbus, OH, 43201	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-107760	ENR	Valentina Owens	1978-09-17	UHC-20864-67	5964934896	3667 Desert Sky Blvd, Mesa, AZ, 85291	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-136407	ENR	Barb Kim	2001-11-12	UHC-55893-69	9732999256	1784 Central Ave, Miami, FL, 33189	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117708	ENR	Cynthia Ellis	1976-04-02	UHC-95330-90	—	2224 Church St, Plano, TX, 75078	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-100469	ENR	Angela A Wheeler	1952-05-13	UHC-42376-23	9164665774	8966 Elm St, Phoenix, AZ, 85097	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115971	ENR	Mateo Johnston	1998-10-11	UHC-73042-62	7908124245	5560 Elm St, Mesa, AZ, 85294	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-127365	ENR	Andrew Banks	1954-05-18	UHC-11509-58	5955148449	7387 Main St, Chandler, AZ, 85259	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133923	ENR	Abigail Luna	1954-12-16	UHC-36079-65	7148549085	8942 Hillcrest Rd, Dallas, TX, 75230	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105073	ENR	Nancy Q Gibson	1957-12-21	UHC-64279-71	3263182219	8709 Forest Ave, Chandler, AZ, 85274	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101248	ENR	Amber Waalker	1993-08-19	UHC-76429-95	7785053188	6562 Elm St Apt 12, Orlando, FL, 32846	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-126859	ENR	Janice Brery	1944-07-19	UHC-42017-54	9445800027	7319 Oak St, Miami, FL, 33179	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-117836	ENR	Lauren D Fowler	1952-04-22	UHC-70815-91	9317575965	4464 Apache Blvd, Glendale, AZ, 85398	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137706	ENR	Anthony A Wright	1957-06-16	UHC-70779-76	8565647937	4821 River Rd, Scottsdale, AZ, 85231	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-129052	ENR	Billy R Collins	1941-06-06	UHC-88822-54	3167831430	1834 Mountain View Dr Apt 38, Austin, TX, 78762	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-132980	ENR	Teresa Allen	1973-07-23	UHC-50538-21	2094960000	2116 Park Pl, Dallas, TX, 75253	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120534	ENR	Jeffrey O Marquez	1980-10-08	UHC-29336-09	—	6346 Camelback Rd, Dallas, TX, 75262	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-101073	ENR	Emliy U Perkins	2001-10-04	UHC-00203-22	5904764785	1327 Cedar Ln, Fresno, CA, 93715	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-103960	ENR	Aaron I Gilbert	1981-09-11	UHC-80916-38	5335187121	1483 Hillcrest Rd, Nashville, TN, 37287	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-140560	ENR	Joshua D Stevens	1947-07-11	UHC-35290-99	7107124016	7109 Oak St, Mesa, AZ, 85268	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-120833	ENR	William Scott	1938-04-20	UHC-86572-89	9329670138	2049 River Rd, Dallas, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135185	ENR	Rebecca Castillo	1951-09-27	UHC-84696-29	3837443559	5565 Grand Ave, Los Angeles, CA, 90011	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-116087	ENR	Vincent X Vazquez	1970-12-02	UHC-50969-35	6068241208	532 Church St, Minneapolis, MN, 55426	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-113665	ENR	Diana Rujas	1972-11-26	UHC-12739-99	6537635059	8215 Cedar Ln Apt 38, Atlanta, GA, 30320	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-122137	ENR	Noah E Morgan	1976-03-20	UHC-82203-05	4083092344	5058 Palm Dr # 214, Nashville, TN, 37274	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more

26,564 rows, page 165 of 532Previous Next