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

All sources, 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-113305	ENR	Emily Nguyen	2005-12-28	UHC-56018-98	9036446652	2586 Indian School Rd, Sacramento, CA, 95836	0.70	Phone reformatted State name converted to code Gender normalised
ENR-117292	ENR	Logan A Phillips	1966-04-21	UHC-58593-18	4609196479	3710 Mountain View Dr Apt 32, Orlando, FL, 32851	0.70	Phone reformatted Unit split from street Gender normalised
ENR-126102	ENR	Ryan L Castillo	1957-12-14	UHC-42234-74	4979274061	4562 Lake View Rd, Tucson, AZ, 85700	0.70	ZIP+4 trimmed Email lower-cased Gender normalised
TPA-51307	TPA	Joe Gray	1949-02-23	—	5243736300	2333 Apache Blvd, Mesa, AZ, 85283	0.70	ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-116907	ENR	Amber Riley	1998-12-12	UHC-46144-77	5398140665	3250 Forest Ave, Jacksonville, FL, 32236	0.70	Street suffix standardised Address re-cased Gender normalised
CLM-407996	CLM	Stephen Herrera	1949-10-11	UHC-09183-29	7542809782	3354 Grand Ave, Nashville, TN, 37254	0.70	Phone reformatted State name converted to code Gender normalised
CLM-421194	CLM	Omar Coleman	1979-12-02	UHC-91190-23	—	4576 Camelback Rd, Sacramento, CA	0.70	ZIP missing Email lower-cased Gender normalised
ENR-106544	ENR	Alexander N Tucker	1967-05-05	UHC-79979-83	4482214708	7796 Cedar Ln, Las Vegas, NV, 89112	0.70	Two-digit birth year Email lower-cased Gender normalised
ENR-116351	ENR	Ethan Torres	1965-03-17	UHC-32591-84	5163789367	7779 Maple Ave, Columbus, OH	0.70	Phone reformatted ZIP missing Gender normalised
PRV-20977	PRV	Bruce G Cooper	1967-06-28	—	8924544397	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-127106	ENR	William Gilbert	1977-05-13	UHC-58676-55	8677369481	5358 Highland Ave, Los Angeles, CA, 90086	0.70	Street suffix standardised Address re-cased Gender normalised
CLM-415479	CLM	Philip Payne	1950-02-15	UHC-56576-45	—	448 Grand Ave, Tucson, AZ, 85777	0.70	Phone missing area code Gender normalised Placeholder values cleared
ENR-101042	ENR	Samuel Ferguson	1939-08-19	UHC-94898-12	9552915671	1554 Palm Dr, Charlotte, NC, 28226	0.70	SSN last four extracted Gender normalised Whitespace trimmed
CLM-415215	CLM	Jerry Armstrong	1940-04-10	UHC-40480-51	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-421428	CLM	Mason Chapman	1978-07-24	UHC-97175-04	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-127324	ENR	Shirley Y Brooks	2008-01-09	UHC-97696-13	5898571779	9548 Washington St, Atlanta, GA, 30396	0.70	Name split from “Last, First”Gender normalised Whitespace trimmed
ENR-112975	ENR	Jessica Chavez	2008-08-08	UHC-93346-83	2198131810	3793 Washington St, Phoenix, AZ, 85091	0.70	Name split from “Last, First”Phone reformatted Gender normalised
CLM-420718	CLM	Matthew Smith	1972-11-15	UHC-99615-97	—	9483 Apache Blvd, San Diego, CA, 92190	0.70	Two-digit birth year Gender normalised Placeholder values cleared
CLM-429003	CLM	Eugene V Davis	1996-04-01	UHC-67371-84	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-114556	ENR	Karen Z Walsh	1941-06-25	UHC-64777-55	5258124263	6232 Ridge Rd, Austin, TX, 78702	0.70	Phone reformatted State name converted to code Gender normalised
TPA-60892	TPA	Patricia L Gibson	1979-12-07	—	—	7601 Hillcrest Rd, Atlanta, GA, 30327	0.70	State name converted to code Gender normalised Placeholder values cleared
CLM-408417	CLM	James Burke	1947-01-12	UHC-47425-07	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-122523	ENR	Lori S Meyer	1992-05-01	UHC-60823-70	8387135443	4365 Sunset Blvd, Las Vegas, NV, 89104	0.70	Name split from “Last, First”Date of birth reformatted Gender normalised
ENR-102755	ENR	Ana T Fox	1954-09-13	UHC-70153-80	6986402423	9363 Lake View Rd, Minneapolis, MN, 55496	0.70	Two-digit birth year Gender normalised Whitespace trimmed
CLM-431508	CLM	Luis Sanders	1927-12-14	UHC-37937-73	—	7051 Canyon Rd, Glendale, AZ, 85301	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-429876	CLM	Ralph G Wagner	1987-05-28	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-60563	TPA	Denise Jackson	1949-03-07	—	—	3077 Valley View Dr, Tampa, FL, 33626	0.70	State name converted to code Gender normalised Placeholder values cleared
CLM-418976	CLM	Sharon Ortega	1972-05-08	UHC-75713-53	9366390348	9011 Willow Ct, Atlanta, GA, 30306	0.70	Phone reformatted State name converted to code Gender normalised
CLM-405060	CLM	Bryan T Marshall	1959-12-05	UHC-99023-50	—	4458 Spring St, Houston, TX, 77077	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-123002	ENR	Joyce G Ford	1937-01-02	UHC-98667-97	4718619953	5908 Central Ave, Glendale, AZ	0.70	ZIP missing Gender normalised Whitespace trimmed
ENR-112818	ENR	Gabriel C Wagner	1959-04-13	UHC-51157-17	4998731225	6034 Apache Blvd, Jacksonville, FL, 32231	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-108133	ENR	Nancy D Mendoza	1988-03-18	UHC-66651-92	6149331084	994 Lincoln Way # 291, Tucson, AZ, 85768	0.70	Unit split from street Gender normalised Whitespace trimmed
TPA-62179	TPA	Joshua Gibson	1987-11-05	—	—	4752 Washington St, Tempe, AZ, 85232	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-425231	CLM	Bradley Cole	1966-12-02	UHC-02912-63	3476095712	802 Canyon Rd, Scottsdale, AZ, 85213	0.70	Name re-cased Two-digit birth year Gender normalised
CLM-425113	CLM	Gray Lawrence	2008-10-13	UHC-31573-55	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
CLM-405903	CLM	Alexander Reed	1960-08-02	—	—	7671 Church St, Austin, TX, 78717	0.70	Street suffix standardised Address re-cased Gender normalised
ENR-108391	ENR	Brian Hawikns	1978-08-10	UHC-30150-73	6573612030	1350 Sage Ct, Tucson, AZ, 85783	0.70	Street suffix standardised Address re-cased Gender normalised
ENR-122046	ENR	Fatima I Bryant	2001-06-19	UHC-81628-53	3768483094	5830 Willow Ct, Fresno, CA, 93700	0.70	Name re-cased Two-digit birth year Gender normalised
TPA-52883	TPA	Kevin Martin	1983-05-19	—	—	3725 Park Pl, Dallas, TX, 75262	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-54753	TPA	Eric Lane	1948-11-21	—	5986373246	1483 Meadow Ln, Fresno, CA, 93756	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-60798	TPA	Eric Castillo	1996-03-25	—	—	8778 Ocean Ave # 605, Minneapolis, MN, 55400	0.70	Unit split from street Gender normalised Placeholder values cleared
PRV-28376	PRV	Virginia Kim	1945-08-11	—	—	4941 Mesa Dr, Las Vegas, NV, 89132	0.70	Phone missing area code Gender normalised Placeholder values cleared
ENR-132447	ENR	Gerald Burns	—	UHC-01240-20	2829817348	7906 Palm Dr, Houston, TX, 77047	0.70	Date of birth unreadable Phone reformatted Gender normalised
CLM-420803	CLM	Julia Z Garza	—	UHC-69609-77	—	—	0.70	Date of birth missing Gender normalised Placeholder values cleared
PRV-29205	PRV	Mei Thomas	1976-12-22	UHC-27268-61	2487190934	5547 Union St, Sacramento, CA, 95871	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-100658	ENR	Hiroshi Ortega	1979-11-11	UHC-36461-06	7748608302	188 Elm St, Austin, TX, 78799	0.70	Two-digit birth year Gender normalised Whitespace trimmed
ENR-106578	ENR	Maria Q Vargas	1996-10-16	UHC-97971-17	5084261605	6130 Canyon Rd, Orlando, FL, 32810	0.70	Phone reformatted SSN last four extracted Gender normalised
TPA-51167	TPA	Sandra Wallace	1943-05-15	—	6383857939	9327 Lincoln Way, Mesa, AZ, 85228	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-423926	CLM	Ethan Wood	1961-04-06	UHC-73564-91	—	5108 Lincoln Way, Nashville, TN, 37258	0.70	State name converted to code Gender normalised Placeholder values cleared
CLM-410019	CLM	Joseph Fowler	1950-08-18	UHC-38879-72	—	7897 Elm St, Miami, FL, 33154	0.70	Street suffix standardised Address re-cased Gender normalised

16,828 rows, page 250 of 337Previous Next