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-109832	ENR	Julie F Lee	1985-06-28	UHC-59108-59	9624847955	7238 Main St, Tucson, AZ, 85743	0.82	Name re-cased Phone reformatted Gender normalised
ENR-116457	ENR	Frances Payne	1999-10-16	UHC-09678-38	7125666258	325 Desert Sky Blvd, San Diego, CA, 92113	0.82	Name re-cased Email lower-cased Gender normalised
ENR-127748	ENR	Amber Lerson	1943-12-22	UHC-72250-82	3707204126	9158 Washington St, Atlanta, GA, 30379	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-106584	ENR	Ralh L Hansen	1980-08-04	UHC-75052-52	4073822852	8934 Grand Ave, Tucson, AZ, 85721	0.82	Phone reformatted Gender normalised Placeholder values cleared
ENR-140601	ENR	Gerald Howell	1958-09-23	UHC-60343-74	3183607596	9342 Willow Ct, Tempe, AZ, 85261	0.82	Phone reformatted Email lower-cased Gender normalised
ENR-128066	ENR	Carlos H Morgan	1948-08-11	UHC-41185-42	4316225215	1728 Grand Ave, Plano, TX, 75087	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-129191	ENR	Justin Knight	1985-10-27	UHC-39714-96	2555761995	2762 Forest Ave, Seattle, WA, 98102	0.82	Date of birth reformatted Phone reformatted Gender normalised
ENR-125477	ENR	Doris F Mooore	2006-12-13	UHC-59561-94	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
ENR-132810	ENR	Teresa Rivera	1967-12-18	UHC-46808-74	6133745860	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
ENR-123974	ENR	Amanda T Payne	1942-01-14	UHC-27502-68	6328201900	4813 Ridge Rd, Chandler, AZ, 85238	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-138741	ENR	Bruce Black	1996-05-13	UHC-09980-64	5085030697	1170 Cedar Ln, Seattle, WA, 98165	0.82	Date of birth reformatted Member ID reformatted Gender normalised
ENR-112478	ENR	Sarah K Nunez	1972-09-21	UHC-98659-08	3636441853	3578 Apache Blvd, Eden Prairie, MN, 55370	0.82	Date of birth reformatted Phone reformatted Gender normalised
ENR-123328	ENR	Christine Medina	1982-05-25	UHC-95954-29	5942240131	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
ENR-105771	ENR	Samuel Gonzalez	1939-04-23	UHC-26327-43	6452182578	1714 Oak St, Mesa, AZ, 85204	0.82	Name re-cased Phone reformatted Gender normalised
ENR-113691	ENR	Christina Phillips	2005-04-18	UHC-56318-63	9117829711	3125 Hillcrest Rd, Dallas, TX, 75280	0.82	Name re-cased Gender normalised Whitespace trimmed
ENR-101489	ENR	Bobby D Stone	1965-09-17	UHC-68829-83	3523168241	3821 Mesa Dr, Gilbert, AZ, 85207	0.82	Date of birth reformatted Phone reformatted Gender normalised
ENR-115716	ENR	Keith Rmirez	1954-06-19	UHC-39559-25	4842642072	339 Broadway, Tucson, AZ, 85705	0.82	Name re-cased Date of birth reformatted Gender normalised
ENR-128288	ENR	Henry Sims	1971-02-03	UHC-22917-41	2189591630	9186 Union St, Tucson, AZ, 85753	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-113755	ENR	Cheryl Moore	1945-05-15	UHC-22464-21	3574828075	—	0.82	Date of birth reformatted Phone reformatted Gender normalised
ENR-128089	ENR	Megn Day	2006-12-08	UHC-95012-35	7962854153	1743 Mesa Dr, Seattle, WA, 98147	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
ENR-100251	ENR	Paul Washington	1978-03-11	UHC-15231-47	8166778754	951 Washington St, Houston, TX, 77002	0.82	State code upper-cased Gender normalised Placeholder values cleared
ENR-124014	ENR	Chris Warren	1963-10-03	UHC-94627-48	8026679446	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
ENR-116749	ENR	Anthony Ramos	1948-08-12	UHC-18057-93	—	2932 Park Pl, San Diego, CA, 92123	0.82	Name re-cased Gender normalised Placeholder values cleared
ENR-125718	ENR	Jessica N Young	1985-06-04	UHC-22772-73	4513499743	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
ENR-141173	ENR	Doris D Tuckr	1951-04-18	UHC-44970-38	7453368473	8068 Broadway, Miami, FL, 33128	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-126810	ENR	Kayla Gomez	1982-07-08	UHC-20613-89	6215887609	8000 Lake View Rd, Plano, TX, 75012	0.82	Name re-cased Gender normalised Whitespace trimmed
ENR-135718	ENR	Juan S Richardson	1953-06-28	UHC-66465-99	2914235102	4782 Palm Dr, Scottsdale, AZ, 85279	0.82	Phone reformatted Gender normalised Placeholder values cleared
ENR-107230	ENR	Henry Stephens	1975-11-05	UHC-68275-53	4786726965	5778 Elm St, Austin, TX, 78795	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-129317	ENR	Bruce Z Bradley	2002-03-26	UHC-60709-46	2014560359	3525 Canyon Rd, Austin, TX, 78712	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-135051	ENR	Philip R Miller	1955-10-10	UHC-57789-42	9876711909	9230 Mountain View Dr, Phoenix, AZ, 85058	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
ENR-131726	ENR	Jessica Dominguez	1987-06-07	UHC-00531-60	7186510001	6559 Indian School Rd, San Antonio, TX, 78239	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-115434	ENR	Walter A Moreno	1976-09-10	UHC-70397-76	7976920166	6699 Pine Dr, Tempe, AZ, 85286	0.82	Name re-cased Gender normalised Placeholder values cleared
ENR-139094	ENR	Brenda J Bennett	1963-03-11	UHC-66836-11	4637171255	6951 Sunset Blvd, San Diego, CA, 92121	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-142854	ENR	Janet Bishop	1990-02-26	UHC-83228-56	—	8197 Park Pl, Denver, CO, 80205	0.82	Name re-cased City re-cased Gender normalised
ENR-108321	ENR	Bruce R Jacobs	1950-04-21	UHC-94100-19	2109894072	6148 Sunset Blvd, Tucson, AZ, 85723	0.82	Date of birth reformatted Phone reformatted Gender normalised
ENR-114391	ENR	Santiago A Carter	1967-11-25	UHC-61528-41	—	5727 Willow Ct, Houston, TX, 77048	0.82	City re-cased Gender normalised Whitespace trimmed
ENR-105808	ENR	Diane Robertson	1941-09-08	UHC-53879-40	5022280116	3234 Union St, Minneapolis, MN, 55442	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-110725	ENR	Elizabeth Edwards	2004-12-03	UHC-73277-83	6913411644	2881 Bayshore Dr, Phoenix, AZ, 85007	0.82	Gender normalised Plan code upper-cased Whitespace trimmed
ENR-121576	ENR	Nicholas X Jenkisn	1967-07-20	UHC-58493-90	8973490161	513 Desert Sky Blvd, Jacksonville, FL, 32292	0.82	Phone reformatted Email lower-cased Gender normalised
ENR-136799	ENR	Jason Hunt	1963-12-08	UHC-16244-46	5487844886	3113 Park Pl, Tempe, AZ, 85216	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-113238	ENR	Angela J Nelson	1952-06-24	UHC-53462-83	—	9254 Forest Ave, Minneapolis, MN, 55497	0.82	Email lower-cased Gender normalised Plan code upper-cased
ENR-111154	ENR	Sue E Castillo	1981-07-15	UHC-58894-75	6396980629	7638 Pine Dr, Las Vegas, NV, 89192	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-119496	ENR	Jeffrey Aguilar	1966-01-25	—	—	3501 Cedar Ln, Tempe, AZ, 85220	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
ENR-115007	ENR	Vincent Stewart	1939-04-05	UHC-09246-17	4216089838	8497 Valley View Dr, Jacksonville, FL, 32290	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-119402	ENR	Matthew R Jenkins	1964-03-21	UHC-38169-71	7373789117	7126 Canyon Rd, Tampa, FL, 33696	0.82	Phone reformatted Gender normalised Placeholder values cleared
ENR-139947	ENR	Daniel J Robertson	1966-08-04	UHC-84921-42	3075974977	2584 Sunset Blvd, Chandler, AZ, 85259	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-106327	ENR	Kye Romero	1943-05-03	UHC-90669-86	6286932860	7259 Lincoln Way, Minneapolis, MN, 55484	0.82	Date of birth reformatted Phone reformatted Gender normalised
ENR-120592	ENR	Gerald Y Espinoza	1959-09-18	—	7045006003	3713 Lake View Rd, Columbus, OH, 43251	0.82	Name re-cased Gender normalised Placeholder values cleared
ENR-116021	ENR	Willie A Watkins	2008-03-07	UHC-38909-79	7157689684	5917 Elm St, Tampa, FL, 33669	0.82	Date of birth reformatted Phone reformatted Gender normalised
ENR-116208	ENR	Maria Welch	1987-11-20	UHC-75073-16	6193455388	4879 Cedar Ln, Tucson, AZ, 85714	0.82	Phone reformatted Email lower-cased Gender normalised

7,326 rows, page 139 of 147Previous Next