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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125419	ENR	Alice J Rojas	1959-09-24	UHC-48755-05	—	7541 Meadow Ln, Fresno, CA, 93736	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-140322	ENR	Janice Salazar	1959-08-16	UHC-85587-62	7125896710	5992 Palm Dr, Tempe, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-142572	ENR	Donald Thomas	1987-01-20	UHC-60926-96	—	6844 Ridge Rd, San Antonio, TX, 78252	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-127387	ENR	Nathan I Howwell	1964-12-06	UHC-07876-80	—	5739 Main St, Miami, FL, 33146	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-116356	ENR	Austin George	1982-08-18	UHC-90638-65	5608021574	2640 River Rd, Jacksonville, FL, 32209	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-130103	ENR	Patricia Marshall	1981-06-08	UHC-92316-19	—	7133 Cedar Ln, Houston, TX, 77072	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-128981	ENR	Kelly Welch	1949-07-22	UHC-86290-81	9232145248	3905 Valley View Dr, Austin, TX, 78756	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-106048	ENR	Jacob Simpson	2000-01-24	UHC-02926-18	6627987381	4452 Maple Ave, Charlotte, NC, 28267	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111644	ENR	Janice V Carlson	2000-11-15	UHC-93976-86	8155964117	627 Lincoln Way, Nashville, TN, 37253	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-134050	ENR	Ralph R Jacobs	1968-07-08	UHC-62536-21	9729065834	5925 Jefferson Ave, Los Angeles, CA, 90039	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-107725	ENR	Nancy Stephens	2007-05-08	UHC-48987-01	—	5003 Pine Dr, San Diego, CA, 92149	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-133560	ENR	MadisonJunk	1966-11-16	UHC-58752-22	3446203431	3811 Bayshore Dr, Scottsdale, AZ, 85291	0.66	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
ENR-114699	ENR	Juan Dixon	1982-04-10	—	4907374820	7198 Church St, Atlanta, GA, 30367	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-101221	ENR	Kayla Harris	1946-08-10	UHC-45039-62	—	1704 Elm St, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-125004	ENR	Vega Christopher	1941-07-27	UHC-23440-74	—	5400 Ocean Ave, Columbus, OH, 43205	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-133542	ENR	Logan R Gibson	1961-12-08	UHC-11992-08	5549025162	5444 Union St, Sacramento, CA, 95815	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-127970	ENR	Stephanie B Alvarado	1994-11-24	UHC-14676-12	—	7956 Camelback Rd, Las Vegas, NV, 89197	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-135945	ENR	Rachel Y Li	1938-12-01	UHC-49940-99	—	4340 Sunset Blvd, Austin, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-100234	ENR	Olivia R Carr	2001-04-06	UHC-45696-36	7447903673	7218 River Rd, Mesa, AZ, 85201	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-116756	ENR	Jack W Ryan	1945-08-05	UHC-71446-04	—	4983 Forest Ave, Los Angeles, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-142054	ENR	Virginia Y Carlson	1993-03-18	UHC-04926-88	5589823717	4591 Valley View Dr, Dallas, TX, 75241	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-139653	ENR	Charlotte Lee	1982-03-09	UHC-02855-78	—	7336 Harbor Blvd, Sacramento, CA, 95896	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-128311	ENR	Tyler Ruiiz	2004-02-08	UHC-14608-99	8754627670	4644 Sage Ct, Chandler, AZ, 85266	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-138165	ENR	Christopher B Stevens	1992-09-21	UHC-44226-46	—	6186 Elm St, Plano, TX, 75006	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-115961	ENR	Samel J Ellis	1946-11-02	UHC-35009-37	8104327908	4689 Apache Blvd, Tempe, AZ, 85258	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-124612	ENR	Paul A Martinez	1953-03-19	UHC-85993-86	8315175723	2801 Grand Ave, Fresno, CA	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-125389	ENR	Andrea F King	1960-01-13	UHC-14938-22	—	2238 Sage Ct, San Antonio, TX, 78213	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-124392	ENR	Michelle N Carroll	1980-12-26	UHC-10245-69	—	927 Indian School Rd # 271, San Antonio, TX, 78203	0.66	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+1 more
ENR-103983	ENR	Charlotte J Rogers	1974-05-26	UHC-61741-31	6823351138	1968 Cedar Ln, Columbus, OH, 43299	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-121366	ENR	Daniel Ward	1948-04-16	UHC-44682-84	3548394358	8568 Highland Ave, Austin, TX, 78731	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-121365	ENR	Daniel Ward	1948-04-16	UHC-44682-84	3548394358	8568 Highland Ave, Austin, TX, 78731	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-134366	ENR	Russell J Holmes	1969-07-10	UHC-68851-64	4113858348	6297 Sage Ct # 452, Atlanta, GA, 30312	0.66	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-115361	ENR	Arthur L Rice	1999-05-20	UHC-25386-54	5812371863	4090 Market St Apt 15, Los Angeles, CA, 90002	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-102274	ENR	Julia V Hudson	1973-04-10	UHC-14027-60	5103754706	6316 Forest Ave, Los Angeles, CA, 90073	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-131923	ENR	Jacob N Gonzales	2003-01-01	UHC-27782-30	—	3611 Jefferson Ave, Dallas, TX, 75220	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-100691	ENR	Bobby J Arnold	1993-03-03	UHC-10974-02	4313031794	8996 River Rd, Fresno, CA, 93790	0.66	Middle initial moved out of first name Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-104100	ENR	Rachel Orttega	2002-11-23	UHC-30814-10	6176168733	7804 Hillcrest Rd, San Diego, CA, 92136	0.66	Two-digit birth year Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-101376	ENR	Gerald Q Stephens	1973-09-20	UHC-71981-48	—	8996 River Rd, Gilbert, AZ, 85293	0.66	Two-digit birth year Phone missing area code Member ID reformatted Whitespace trimmed+1 more
ENR-112020	ENR	Fox Samantha	1949-02-21	UHC-12498-71	6685554407	—	0.66	Name re-cased Two-digit birth year Email lower-cased Gender normalised+1 more
ENR-133154	ENR	Tom Q Matthews	2002-08-28	UHC-58466-91	8473193831	8141 Mountain View Dr, Miami, FL, 33161	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-124794	ENR	Willie T Franklin	1940-10-21	UHC-53624-98	8794406786	8439 Harbor Blvd, Dallas, TX, 75242	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108820	ENR	Gary Harvey	—	UHC-53525-01	7039308215	3688 River Rd, Gilbert, AZ, 85222	0.66	Date of birth unreadable Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-137509	ENR	Sara A Vega	1971-11-12	UHC-61662-93	8964138417	3538 Elm St Apt 19, Charlotte, NC, 28298	0.66	Unit split from street City re-cased Gender normalised Whitespace trimmed+1 more
ENR-119291	ENR	Aysha Lawson	2002-08-08	UHC-24582-90	3683002089	6933 Mesa Dr, Gilbert, AZ, 85281	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-134385	ENR	Kimberly Alvarez	1983-06-04	UHC-30677-97	4018222150	6195 Mesa Dr, Chandler, AZ	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-139543	ENR	Joe Rojas	1982-01-06	UHC-25331-20	—	7841 Sage Ct, Phoenix, AZ, 85047	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-131721	ENR	Amber Garcia	1954-01-01	UHC-22263-66	2219880977	7793 Harbor Blvd, San Diego, CA, 92101	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-130070	ENR	Kathleen V Wright	2005-08-02	UHC-77297-29	6606187441	1377 Desert Sky Blvd, Tucson, AZ, 85732	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-111106	ENR	Sophia U Wright	1999-04-21	UHC-97117-15	—	6459 Palm Dr, Atlanta, GA, 30341	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-137857	ENR	Larry Butler	1993-09-21	UHC-48440-51	6504481068	6795 Grand Ave # 552, Orlando, FL, 32826	0.66	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+1 more

16,916 rows, page 115 of 339Previous Next