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
CLM-428662	CLM	Adam Hicks	1979-05-03	UHC-61952-26	—	5348 Mountain View Dr, Denver, CO, 80282	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425739	CLM	Luis Dominguez	1955-05-24	—	3937968725	42 Washington St, Los Angeles, CA, 90034	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-21629	PRV	Joshua Johnston	2000-11-19	—	7685883071	6768 Jefferson Ave, Eden Prairie, MN, 55369	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-429067	CLM	Maria Park	1966-12-14	UHC-61009-60	3084839588	4421 Mountain View Dr, Nashville, TN, 37271	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-51871	TPA	Joseph Porter	1950-10-08	UHC-81208-98	—	6339 Valley View Dr, Chandler, AZ, 85245	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-59134	TPA	Cynthia West	1970-05-14	UHC-57502-44	—	8007 Washington St, Tampa, FL, 33681	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-23023	PRV	Victoria Ramirez	1957-12-09	UHC-01322-01	8917815866	635 Forest Ave # 652, Sacramento, CA, 95807	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-416261	CLM	Heather Burton	2002-06-15	UHC-68676-39	8534239768	308 Central Ave, Miami, FL, 33113	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-113259	ENR	Ruth Griffin	1985-11-06	UHC-42941-09	6256929052	1018 Lake View Rd, Scottsdale, AZ, 85285	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133797	ENR	Noah Z Watkins	2001-02-05	UHC-06395-75	7946783671	7690 Baseline Rd, Tampa, FL, 33685	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-118149	ENR	Diana V Bowman	1949-07-02	UHC-94241-40	8376057654	3258 Forest Ave, Tucson, AZ, 85742	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-63991	TPA	Dorothy Russell	1990-09-17	—	7049231856	9373 Spring St, Mesa, AZ, 85208	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-22043	PRV	Emma Santiago	1995-03-17	UHC-20832-61	9627945315	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-400606	CLM	Marcus Hall	1947-12-15	UHC-89525-68	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-430926	CLM	Patricia P King	1967-06-23	UHC-26700-94	—	3113 River Rd, Orlando, FL, 32841	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-52414	TPA	Ann Simpson	1975-01-13	—	4268308851	63 Indian School Rd, Tempe, AZ, 85297	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
PRV-27562	PRV	Betty Lucas	1958-05-20	—	2923740103	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-57756	TPA	Mariana Mreno	1964-01-12	UHC-30139-49	9078546397	2366 Apache Blvd, Jacksonville, FL, 32269	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
TPA-61186	TPA	Shirley Thomas	1950-01-03	—	8914942053	4157 Jefferson Ave, San Diego, CA, 92155	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-58043	TPA	Bradley Williamson	1951-10-02	—	—	5316 Forest Ave, Charlotte, NC, 28289	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-417679	CLM	Janice Marquez	1938-09-08	UHC-17144-80	6509737372	8672 Cedar Ln, Chandler, AZ, 85253	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-125419	ENR	Alice J Rojas	1959-09-24	UHC-48755-05	—	7541 Meadow Ln, Fresno, CA, 93736	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431591	CLM	Ethan V Kim	1972-01-09	—	—	3734 Grand Ave, Gilbert, AZ, 85213	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-56868	TPA	Christina Turner	1980-02-06	—	—	4965 Meadow Ln, Tucson, AZ, 85710	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-131865	ENR	Heather S Broooks	1978-07-08	UHC-62227-54	8225878741	8233 Indian School Rd, Plano, TX, 75008	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-56616	TPA	Judith Owens	1969-09-17	—	—	8433 Lincoln Way, Miami, FL, 33151	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-408972	CLM	Donald Stone	1967-03-17	UHC-18714-23	4873112150	4661 Bayshore Dr, Denver, CO, 80289	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427191	CLM	Kayla Vazquez	1948-06-13	—	9477132638	2691 Indian School Rd, Columbus, OH, 43214	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414068	CLM	Maria Jordan	1956-08-02	UHC-38848-23	—	9605 Cedar Ln, Austin, TX, 78745	0.66	Member ID reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-61981	TPA	Jordan D Padilla	2000-03-12	—	—	1639 Baseline Rd, Phoenix, AZ, 85032	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-432673	CLM	Amber Griffin	1939-12-09	UHC-63625-50	4068914367	6088 Desert Sky Blvd, San Diego, CA, 92193	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-116356	ENR	Austin George	1982-08-18	UHC-90638-65	5608021574	2640 River Rd, Jacksonville, FL, 32209	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135860	ENR	Wayne D Brown	1946-04-03	UHC-91030-40	5959486877	4147 Market St, Sacramento, CA, 95885	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130103	ENR	Patricia Marshall	1981-06-08	UHC-92316-19	—	7133 Cedar Ln, Houston, TX, 77072	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-53146	TPA	Kevin Peters	1976-04-17	—	—	2466 Broadway, Columbus, OH, 43297	0.66	Two-digit birth year Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-29079	PRV	Carl Lynch	2003-02-23	UHC-43141-12	5152979945	9073 River Rd, Tempe, AZ, 85212	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-406163	CLM	Terry Berry	1992-11-05	UHC-47331-48	6527557565	7774 Maple Ave, Houston, TX, 77091	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-428047	CLM	Roger R Arnold	1998-06-21	UHC-95060-50	—	1890 Meadow Ln, Fresno, CA, 93709	0.66	Two-digit birth year State code upper-cased Gender normalised Whitespace trimmed+1 more
ENR-102542	ENR	Justin A Myes	1972-03-15	UHC-69978-94	2827644427	1634 Apache Blvd, San Diego, CA	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-132382	ENR	Tyler T Weber	1967-02-10	UHC-32985-45	2105690851	5659 Main St, Las Vegas, NV, 89166	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-404037	CLM	Jese Ryan	1984-11-25	UHC-71476-43	—	1048 Mesa Dr, Glendale, AZ, 85303	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111524	ENR	Sandra Franklin	1938-10-06	UHC-51432-41	8322977462	3855 Oak St, Fresno, CA, 93752	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-121003	ENR	Abigail Olson	1944-07-07	UHC-32653-35	4863715490	4859 Hillcrest Rd, Nashville, TN, 37264	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-404826	CLM	Marcus Hart	1983-11-13	—	4373526442	3873 Lincoln Way, Gilbert, AZ, 85279	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-20260	PRV	Marcus Wallace	1991-02-08	UHC-76142-96	—	—	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+1 more
ENR-106048	ENR	Jacob Simpson	2000-01-24	UHC-02926-18	6627987381	4452 Maple Ave, Charlotte, NC, 28267	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-429763	CLM	Nicole C Le	1987-04-18	—	—	9757 Church St, Mesa, AZ, 85277	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-410989	CLM	Gerald Robertson	1950-10-09	—	7873326872	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-404408	CLM	Matt White	1973-02-19	—	4784644206	8059 Valley View Dr, Gilbert, AZ, 85224	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119678	ENR	Gabriel Meyer	1980-09-10	UHC-93627-27	9462059099	3324 Ocean Ave, Nashville, TN, 37239	0.66	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more

16,828 rows, page 197 of 337Previous Next