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-102010	ENR	Keith L Ford	1979-12-04	UHC-86520-46	9156242211	3256 Meadow Ln, Atlanta, GA, 30389	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-135274	ENR	Amanda Santiago	1915-07-28	UHC-25419-96	8874936783	8739 Pine Dr, Miami, FL, 33164	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-127074	ENR	Samuel Franklin	1992-05-03	UHC-56314-59	5207116506	2707 Washington St, Gilbert, AZ, 85241	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-142557	ENR	Aaron X Willis	1983-11-14	UHC-80717-04	8352582906	7298 Palm Dr, Las Vegas, NV, 89122	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-115515	ENR	Alex P Gibson	1959-10-11	UHC-75982-61	5435696293	5157 Cedar Ln, Atlanta, GA, 30383	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-124438	ENR	Vincent Y Lawson	1948-08-14	UHC-80113-26	4772633322	9354 Grand Ave, Austin, TX, 78737	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119680	ENR	Dennis Dunn	1984-08-27	UHC-10436-45	—	8612 Central Ave, Fresno, CA, 93783	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-116932	ENR	James Cooper	1945-03-27	UHC-01923-32	4902984115	2166 Apache Blvd, San Antonio, TX, 78219	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-140096	ENR	Ricard Stevens	1990-10-09	—	8105775724	526 Apache Blvd, Columbus, OH, 43274	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-110352	ENR	Sarah Hicks	1969-09-08	UHC-77647-80	—	5662 Mountain View Dr, Tempe, AZ, 85275	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
ENR-135423	ENR	Doris Delgado	2008-02-23	UHC-53156-32	8088131526	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-109213	ENR	Kayla U Lewis	1973-12-17	UHC-26683-74	2443804761	5612 Oak St, Charlotte, NC, 28219	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-141340	ENR	Richard J Clark	1972-10-03	UHC-54936-57	7992782888	569 Forest Ave, Atlanta, GA, 30377	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-106880	ENR	Watkins M Megan	1997-10-10	UHC-36574-72	2086708343	2995 Mountain View Dr, San Diego, CA	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
ENR-102502	ENR	Kyle Z Phillips	1946-08-19	UHC-74042-16	7132362744	4114 Cedar Ln, Chandler, AZ, 85235	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
ENR-104591	ENR	Heather N Ross	1991-12-27	UHC-78235-70	9252842084	6031 Forest Ave, Plano, TX, 75048	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-112017	ENR	Sarah F Ward	1954-02-01	UHC-85737-85	2306518673	9079 Cedar Ln, Gilbert, AZ, 85291	0.66	Middle initial moved out of first name Phone reformatted Email lower-cased Gender normalised+1 more
ENR-132436	ENR	Sharon Davis	—	UHC-51717-75	3148206122	9100 Forest Ave, Los Angeles, CA, 90090	0.66	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+1 more
ENR-107240	ENR	Theresa Harvey	1953-09-10	UHC-27595-69	—	1065 Lake View Rd, Mesa, AZ, 85219	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
ENR-131621	ENR	Anthony F Gutierrez	1986-06-16	UHC-85172-66	2296409013	7152 Sage Ct, Chandler, AZ, 85267	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Gender normalised+1 more
ENR-109381	ENR	Ahmed T Wallace	1970-07-11	UHC-37460-16	8474164648	4100 Cedar Ln, Scottsdale, AZ, 85220	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-138054	ENR	Emily D Nichols	1955-03-08	UHC-42390-85	9622022755	9636 Union St, Scottsdale, AZ, 85257	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-120691	ENR	Lucia G Bradley	1957-06-26	UHC-85888-70	7464049999	1292 Apache Blvd, Orlando, FL, 32828	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-106410	ENR	Ryn T Rose	1940-10-15	UHC-20347-39	—	3781 Lake View Rd, Nashville, TN, 37221	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-108935	ENR	Mary Cox	1963-06-09	UHC-99989-78	4465556536	—	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-104277	ENR	Brenda Robertson	1943-11-07	UHC-15434-80	2882367132	8721 River Rd, Minneapolis, MN, 55402	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-109591	ENR	Willie A Harrison	2004-02-21	UHC-05201-04	3058660067	8401 Indian School Rd, Mesa, AZ, 85208	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135177	ENR	Jerry Z Lane	1952-03-10	UHC-66444-97	6806271274	549 Forest Ave, Minneapolis, MN, 55469	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131821	ENR	Jsaon Hoffman	1969-12-19	—	3258669488	7137 Hillcrest Rd, San Diego, CA, 92176	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122660	ENR	Anna Romero	1956-07-16	UHC-31853-94	2327911188	2560 Lake View Rd, Miami, FL, 33188	0.66	Name re-cased City re-cased State name converted to code Gender normalised+1 more
ENR-118266	ENR	Amber Miller	1953-10-09	UHC-91685-21	9112124742	5844 Baseline Rd Apt 13, Columbus, OH, 43292	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
ENR-111342	ENR	Jonathan Ward	2003-10-01	UHC-26295-65	7866840720	5264 Mesa Dr, San Antonio, TX, 78280	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121902	ENR	Kyle Olson	1947-03-01	UHC-95004-65	5787238091	5525 Apache Blvd, Mesa, AZ, 85210	0.66	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-124599	ENR	Martha N Warren	1954-11-19	UHC-61710-65	7967153651	3383 Lake View Rd, Scottsdale, AZ, 85239	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-140049	ENR	Christian T Montgomery	1974-09-19	UHC-63066-96	3962258187	4802 Church St, Tempe, AZ, 85215	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-118514	ENR	Joe J Medina	1974-12-09	UHC-20462-95	2054182823	4669 Maple Ave, Charlotte, NC, 28233	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-124741	ENR	Jon G George	1950-03-11	UHC-60964-19	2903031049	3565 Jefferson Ave, Jacksonville, FL, 32270	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-136753	ENR	Deborah Carlson	1957-11-22	UHC-44867-77	4109048126	3493 Mountain View Dr, Sacramento, CA, 95894	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-136462	ENR	Emily Lane	1943-08-08	UHC-61774-63	6198941066	3213 Bayshore Dr, Tucson, AZ, 85794	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-138959	ENR	Gabriel R Howell	1943-02-05	UHC-87332-44	5866676679	2866 Harbor Blvd, Seattle, WA, 98157	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139479	ENR	Jason Smmith	1972-06-13	UHC-71718-91	2555095294	6480 River Rd, Glendale, AZ, 85315	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-136851	ENR	Billy V Hamilton	1950-11-11	—	2453429974	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-100698	ENR	Lisa Griffin	1956-06-14	UHC-92306-14	7549344258	7485 Broadway # 633, Houston, TX, 77065	0.66	Phone reformatted Unit split from street Email lower-cased Gender normalised+1 more
ENR-131384	ENR	Arthur Wagner	1969-04-12	—	2669049018	2554 Main St, Houston, TX, 77023	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-113279	ENR	Henry R Harper	1952-10-15	—	—	3110 Desert Sky Blvd, Charlotte, NC, 28206	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-113633	ENR	Janice Dunn	1953-04-18	UHC-55442-35	6909012854	9735 Palm Dr, Minneapolis, MN, 55443	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-125011	ENR	Joshua Andrews	1992-08-20	UHC-23044-84	8587926864	9339 Ocean Ave # 137, Dallas, TX, 75284	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
ENR-141861	ENR	Diego Evans	1964-06-28	UHC-07580-34	4486606449	5946 Mountain View Dr # 677, Eden Prairie, MN, 55392	0.66	Name re-cased Date of birth reformatted Unit split from street Email lower-cased+1 more
ENR-126064	ENR	Sean C Vargas	1948-02-26	UHC-82052-28	5224060065	2813 Church St, Phoenix, AZ, 85082	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120823	ENR	Joshua X Simmons	1974-12-28	UHC-19558-30	5789115047	1213 Main St, Seattle, WA, 98148	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

7,326 rows, page 103 of 147Previous Next