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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134092	ENR	Russell R Mendoza	1989-07-06	UHC-92121-34	8048992322	2400 Hillcrest Rd # 119, Tempe, AZ, 85215	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-104575	ENR	Danielle Q Bradley	1946-04-12	UHC-12229-41	2354782240	3413 Broadway, Tampa, FL	0.62	Two-digit birth year Phone reformatted Address re-cased City re-cased+3 more
ENR-118836	ENR	Stephanie Mejia	1984-11-12	UHC-10286-01	5648476984	3840 Highland Ave, Glendale, AZ, 85383	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108962	ENR	Nancy H Spencer	2009-09-06	UHC-62462-17	6803761098	6931 Ocean Ave, Charlotte, NC, 28255	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112077	ENR	Cheryl M Riley	1984-03-14	UHC-78761-15	4796605566	1550 Spring St, Eden Prairie, MN, 55385	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120463	ENR	Jaon W Riios	2008-12-12	UHC-15718-04	2185854793	3062 Grand Ave, Chandler, AZ, 85216	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135693	ENR	Joe Rose	1951-06-22	UHC-91305-46	9475084966	9445 Hillcrest Rd, Plano, TX, 75063	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-119473	ENR	William Nelson	1969-02-23	UHC-40816-54	4174585752	3672 Main St, San Antonio, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133645	ENR	Willie Richardson	1974-11-11	UHC-00108-35	6152421262	1339 Cedar Ln, Austin, TX, 78703	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122129	ENR	—Junk	1978-03-13	UHC-39687-17	4452292900	2215 Valley View Dr, Orlando, FL, 32858	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-113073	ENR	Gary Y Stewart	1986-08-02	UHC-91173-07	7799408466	4298 Main St Apt 27, Columbus, OH, 43209	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-114309	ENR	Teresa R Payne	1959-09-23	UHC-81632-20	7242527163	6952 Grand Ave, Dallas, TX, 75229	0.62	Name split from “Last, First”Phone reformatted State code upper-cased ZIP+4 trimmed+3 more
ENR-139834	ENR	Wayne Bryant	1973-10-07	UHC-92838-08	2753238938	3838 Hillcrest Rd, Mesa, AZ, 85255	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-106642	ENR	Rachel S Edwards	1988-12-15	UHC-16184-77	8277023194	9657 Union St, Minneapolis, MN, 55431	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120634	ENR	Sharon L Hanson	1981-04-25	UHC-31736-86	6408796522	8200 Oak St, Tampa, FL, 33685	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-112252	ENR	Pat O Webb	1991-07-23	UHC-74916-65	9387519014	31 Palm Dr, Jacksonville, FL, 32266	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140498	ENR	Noah Black	1994-02-07	UHC-57024-95	8732861223	1296 Willow Ct # 287, Chandler, AZ, 85228	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-130589	ENR	Vicky G Cook	1987-07-25	UHC-08669-16	8377569564	2012 Ridge Rd Apt 22, San Antonio, TX, 78240	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-124937	ENR	Judith G Burns	1978-04-16	UHC-74937-93	2458534053	8847 Pine Dr, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-105710	ENR	Mariana S Delgado	1989-10-06	UHC-41386-07	8826588091	516 Maple Ave, Orlando, FL, 32818	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-135032	ENR	Mateo Lee	—	UHC-39222-72	—	9241 Baseline Rd, Seattle, WA, 98157	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-128540	ENR	Nicole A Cooper	—	UHC-91874-56	5788690100	3515 Pine Dr, Eden Prairie, MN, 55302	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108707	ENR	Jean I Brown	1938-02-24	UHC-02515-86	8969464597	9596 Lake View Rd, Glendale, AZ, 85354	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120947	ENR	Margaret R Lane	1979-04-20	UHC-85163-67	—	2784 Spring St, Plano, TX, 75015	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-132719	ENR	Wayne E Obryen	1973-01-20	UHC-06710-35	4597804684	1154 Mountain View Dr # 807, Denver, CO, 80293	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-111762	ENR	Kevin Rice	1999-08-06	UHC-54331-49	2332187197	8670 Main St, Chandler, AZ, 85265	0.62	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-118454	ENR	Kayla P Patel	1964-09-08	UHC-00656-58	4189011716	4595 Bayshore Dr, Tampa, FL, 33672	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-123686	ENR	Sophia U Butler	1987-10-25	UHC-99861-22	3664485881	8857 Washington St Apt 18, Orlando, FL, 32847	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-123816	ENR	Zachary Allen	1976-03-16	UHC-86497-60	3985951599	6378 Willow Ct, Eden Prairie, MN, 55386	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100491	ENR	Patrycia X Mitchell	2008-09-01	UHC-58066-27	8837566993	513 Hillcrest Rd, Gilbert, AZ, 85298	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113946	ENR	Adam Gonzales	1951-10-22	UHC-93372-22	3228815170	9870 Forest Ave, San Diego, CA, 92135	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114562	ENR	Kelly Y Miller	2002-02-21	UHC-07876-34	9116778377	5278 Valley View Dr, Houston, TX, 77003	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-141791	ENR	Jennifer R Gordon	2002-07-06	UHC-37220-36	2845846813	4519 Bayshore Dr, Plano, TX, 75068	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-102251	ENR	Patricia N Price	1985-05-18	UHC-93968-03	—	8942 Apache Blvd, Phoenix, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-131827	ENR	Teresa W Thompson	1988-10-23	UHC-51683-44	2478514923	3780 Mountain View Dr, Tempe, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-134231	ENR	Kelly E Hudson	—	—	2177551084	7389 Willow Ct, Mesa, AZ, 85205	0.62	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-134951	ENR	Alexis U Freeman	1973-06-24	UHC-97467-72	2588509352	5193 Sage Ct, Minneapolis, MN, 55433	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-123213	ENR	Austin Q Thompson	2004-09-22	UHC-86839-81	8723856009	9183 Desert Sky Blvd, Gilbert, AZ, 85265	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121171	ENR	Noah R Pana	1965-08-23	UHC-64478-55	3585255633	783 Palm Dr, Tempe, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135967	ENR	Eric Li	1944-12-19	UHC-57535-49	7063619511	7760 Union St, Jacksonville, FL, 32249	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-130116	ENR	Amanda Kelly	2001-05-04	UHC-16076-20	5352352423	2294 Sunset Blvd, Phoenix, AZ, 85090	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101278	ENR	Carol J Howard	1947-01-19	UHC-10532-70	9495369996	8380 Central Ave # 270, Sacramento, CA, 95843	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-110054	ENR	Edward Rojas	2001-02-15	UHC-51103-02	—	1525 Apache Blvd, Chandler, AZ, 85235	0.62	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-114937	ENR	Mariana B Edwards	1962-05-15	UHC-92193-98	6193700629	5454 Camelback Rd, Jacksonville, FL, 32242	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-125463	ENR	Jose Young	1984-02-23	UHC-85645-22	7606514825	4304 Canyon Rd, Tucson, AZ, 85702	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120017	ENR	Arthur K Morgan	2000-10-03	UHC-25116-10	5109573797	773 Sunset Blvd, Los Angeles, CA, 90005	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-134751	ENR	Kimberly J Washington	1950-10-24	UHC-66941-78	—	2417 Sage Ct, Scottsdale, AZ, 85225	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-102610	ENR	Janice Ferguson	1996-06-28	UHC-79079-57	—	1466 Church St, Mesa, AZ, 85246	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-141513	ENR	Lauren I Medina	1962-06-02	UHC-25204-90	7458414713	2179 Bayshore Dr, Phoenix, AZ, 85086	0.62	Name re-cased Phone reformatted City re-cased State code upper-cased+3 more
ENR-117031	ENR	Bryan Alvarez	1955-06-09	UHC-34162-31	9589694496	5263 Canyon Rd, Eden Prairie, MN	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

1,918 rows, page 8 of 39Previous Next