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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133621	ENR	Jack Coleman	1964-09-02	UHC-66711-76	3779367466	8122 Main St, Phoenix, AZ, 85088	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-122756	ENR	Samantha Jacobs	1952-10-26	UHC-57057-69	4304091805	1353 Meadow Ln, Mesa, AZ, 85238	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-122755	ENR	Samantha Jacobs	1952-10-26	UHC-57057-69	4304091805	1353 Meadow Ln, Mesa, AZ, 85238	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-116656	ENR	Patricia H Howard	1946-03-17	UHC-95441-50	—	8106 Camelback Rd, Sacramento, CA, 95811	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-100757	ENR	Mariana Bishop	1946-08-16	UHC-03655-94	5457919741	9894 Indian School Rd, Nashville, TN, 37295	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-127360	ENR	Alexander Harris	1999-05-11	UHC-62165-37	3243173865	7680 Apache Blvd, Scottsdale, AZ, 85247	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-136592	ENR	Pamela Thompson	1997-01-21	UHC-25513-16	4082124357	4065 Valley View Dr, Glendale, AZ, 85353	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-127601	ENR	Russell F Espinoza	1980-02-28	UHC-97721-25	—	6539 Broadway, Sacramento, CA, 95866	0.68	Date of birth reformatted State name converted to code Gender normalised Placeholder values cleared
ENR-100917	ENR	Evelyn Brooks	1949-05-03	UHC-06356-88	6354771199	9160 Forest Ave Apt 11, Scottsdale, AZ, 85239	0.68	Phone reformatted Unit split from street Gender normalised Whitespace trimmed
ENR-138121	ENR	Camila P Andrews	1974-03-26	UHC-07406-76	2402934059	6437 Broadway, Charlotte, NC	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised
ENR-109239	ENR	Alexander Yang	2004-01-15	UHC-49686-06	2356512565	9877 Lake View Rd, Seattle, WA, 98168	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Plan code upper-cased
ENR-115616	ENR	Jessica I George	1963-01-01	UHC-83099-36	6448574088	9646 Washington St, Miami, FL, 33126	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-106849	ENR	Patrick Bailey	1980-02-24	UHC-21188-48	6383080033	6207 Ocean Ave, Denver, CO, 80267	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-101199	ENR	Angela J Gardner	1939-02-11	UHC-38497-83	—	1589 Jefferson Ave, Plano, TX, 75016	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-120675	ENR	Lauren Day	2007-01-09	UHC-99031-14	4848709885	6691 Broadway, Denver, CO, 80276	0.68	Name split from “Last, First”Phone reformatted Address re-cased Gender normalised
ENR-142517	ENR	Stephen O Harris	2001-01-28	UHC-18624-69	8413302005	6491 Grand Ave, Plano, TX, 75015	0.68	Name re-cased Phone reformatted State name converted to code Gender normalised
ENR-111666	ENR	Virginia Oliver	1972-01-15	UHC-84406-02	3209596604	7715 Valley View Dr, Plano, TX	0.68	City re-cased ZIP missing Gender normalised Whitespace trimmed
ENR-120899	ENR	George S Bennett	1984-02-09	UHC-71808-02	—	4299 Mountain View Dr, Orlando, FL, 32817	0.68	Phone missing area code State code upper-cased Gender normalised Whitespace trimmed
ENR-132939	ENR	Emma Davis	1971-03-17	UHC-44979-84	4045502751	3791 Meadow Ln, Las Vegas, NV, 89168	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-117429	ENR	Abigail D Dunn	1965-01-06	UHC-14067-97	4825949958	5392 Union St, Tampa, FL	0.68	Phone reformatted ZIP missing Gender normalised Whitespace trimmed
ENR-129423	ENR	Diane Luna	1986-05-10	UHC-76638-85	2762676344	6350 Main St, Minneapolis, MN, 55490	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-125735	ENR	Susan Butler	1977-10-28	UHC-38271-73	6656606122	7733 Bayshore Dr, Orlando, FL, 32872	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-124310	ENR	Joshua C Hicks	1938-10-10	UHC-89302-30	5458676089	4961 Harbor Blvd, Orlando, FL, 32882	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed
ENR-122100	ENR	Abigail Kelly	2001-07-26	UHC-62505-47	—	3327 Oak St, Sacramento, CA, 95875	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-109456	ENR	Carlos L Montgomery	1956-05-18	UHC-95754-93	—	9412 Broadway, Austin, TX, 78724	0.68	Name re-cased Phone missing area code Gender normalised Placeholder values cleared
ENR-132693	ENR	Alan Mendez	1999-04-23	UHC-09937-27	—	9237 Lincoln Way, Las Vegas, NV, 89135	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-107129	ENR	Roger Carroll	1972-03-04	UHC-21603-47	3613523313	1194 Elm St, Fresno, CA, 93764	0.68	Member ID reformatted Street suffix standardised Address re-cased Gender normalised
ENR-126030	ENR	Roger T Ferguson	1960-04-12	UHC-15165-36	9527383499	4199 Church St, Glendale, AZ, 85349	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-115092	ENR	Marcus L Arnold	2001-10-23	UHC-05727-11	5949394665	9643 Cedar Ln, San Diego, CA, 92118	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-118412	ENR	Donald K Kennedy	1971-11-23	UHC-11082-55	8536735200	340 Meadow Ln Apt 28, Gilbert, AZ, 85232	0.68	Unit split from street Email lower-cased Gender normalised Plan code upper-cased
ENR-104556	ENR	Mariana T Spencer	1975-05-11	UHC-50027-31	2482728389	4182 Bayshore Dr, Atlanta, GA, 30369	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-123158	ENR	Mariana V Freeman	1968-12-20	UHC-39956-01	8975461539	7185 Valley View Dr, Las Vegas, NV, 89109	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-143030	ENR	Rachel C Brown	1952-05-05	UHC-87859-77	2527223594	4485 Main St, Miami, FL, 33180	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed
ENR-106848	ENR	Carol V Stephens	2003-10-16	UHC-12113-06	8019346763	6387 Forest Ave, Jacksonville, FL, 32266	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-116818	ENR	Michael Turner	1959-10-03	UHC-27386-56	8794097692	7164 Apache Blvd, Nashville, TN, 37264	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-117845	ENR	Theresa S McDonald	1945-11-19	UHC-67029-07	7229876265	9572 Baseline Rd, Glendale, AZ, 85332	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-136621	ENR	Juan W Stephens	1959-06-20	UHC-60981-40	—	9229 Washington St, Columbus, OH, 43248	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-110628	ENR	Mateo Ortiz	2008-03-27	UHC-00765-02	9367550311	4680 Forest Ave, Miami, FL, 33158	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-131124	ENR	Isabella Allen	1982-11-27	UHC-40176-31	9269187387	5683 Palm Dr, Tucson, AZ, 85787	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-100133	ENR	Omar Oliver	1948-03-08	UHC-61050-12	8815131379	4884 Mountain View Dr Apt 1, Mesa, AZ, 85262	0.68	Name re-cased Phone reformatted Unit split from street Gender normalised
ENR-106174	ENR	Ahmed Vega	2002-10-16	UHC-10206-05	3932206753	3061 Maple Ave, Tucson, AZ, 85739	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-101437	ENR	Contreras M Matthew	2006-06-22	UHC-34912-87	7966293085	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-118651	ENR	Janet W Wallcae	1939-11-19	UHC-29568-55	8588793971	2662 Elm St, Glendale, AZ, 85395	0.68	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised
ENR-118049	ENR	Sara B Butler	1975-12-03	UHC-52657-16	2283393807	7267 Grand Ave, Columbus, OH, 43206	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-118653	ENR	Kethryn Mendez	—	UHC-34100-98	5669214260	8345 Meadow Ln, San Antonio, TX, 78210	0.68	Date of birth unreadable City re-cased Gender normalised Placeholder values cleared
ENR-139236	ENR	Willie Harper	1980-12-06	UHC-18093-71	—	426 Desert Sky Blvd, Houston, TX, 77019	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-106416	ENR	Ahmde Vazquez	1955-08-09	—	9142541272	2802 Sunset Blvd, Tucson, AZ, 85748	0.68	Phone reformatted State name converted to code Email lower-cased Gender normalised
ENR-128150	ENR	Carol Graza	1993-10-02	UHC-47943-41	5892436381	2772 Ridge Rd, Denver, CO, 80280	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-129803	ENR	Jesse D Cunningham	1993-09-09	UHC-75159-17	3543974685	9591 Palm Dr, Tempe, AZ, 85211	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-103295	ENR	Mateo O Jackson	1990-04-07	UHC-48696-50	9494711696	3971 Lincoln Way, Las Vegas, NV, 89146	0.68	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised

7,326 rows, page 110 of 147Previous Next